From 5a7d27b83aafa053264867321cbdee65bc234e77 Mon Sep 17 00:00:00 2001
From: hannandarryl <hannandarryl@gmail.com>
Date: Mon, 28 Nov 2022 18:48:14 +0000
Subject: [PATCH] pushing latest onsd model

---
 .../onsd_mlp_ximing/arguments.txt             |   1 +
 .../best_classifier_0.pt/keras_metadata.pb    |   8 +
 .../best_classifier_0.pt/saved_model.pb       | Bin 0 -> 78220 bytes
 .../variables/variables.data-00000-of-00001   | Bin 0 -> 5808 bytes
 .../variables/variables.index                 | Bin 0 -> 464 bytes
 .../onsd_mlp_ximing/fp_fn.txt                 |   6 +
 .../onsd_mlp_ximing/test_ids.txt              |  25 +
 sparse_coding_torch/onsd/classifier_model.py  |  86 +++-
 .../onsd/generate_images_to_label.py          |  88 +++-
 sparse_coding_torch/onsd/load_data.py         |  57 ++-
 .../onsd/logistic_regression.py               | 257 +++++++++++
 sparse_coding_torch/onsd/train_MLP.py         | 426 ++++++++++++++++++
 sparse_coding_torch/onsd/train_classifier.py  | 203 ++++++---
 .../onsd/train_regression_model.py            | 164 +++++++
 .../onsd/train_sharpness_classifier.py        | 155 -------
 .../onsd/train_sparse_model.py                |  26 +-
 sparse_coding_torch/onsd/video_loader.py      | 315 ++++++++-----
 .../output/onsd_full_width_16/arguments.txt   |   1 +
 .../best_sparse.pt/keras_metadata.pb          |   4 +
 .../best_sparse.pt/saved_model.pb             | Bin 0 -> 45988 bytes
 .../variables/variables.data-00000-of-00001   | Bin 0 -> 97459 bytes
 .../best_sparse.pt/variables/variables.index  | Bin 0 -> 242 bytes
 .../output/onsd_full_width_16/filters_0.mp4   | Bin 0 -> 37013 bytes
 .../output/onsd_full_width_16/filters_10.mp4  | Bin 0 -> 33166 bytes
 .../output/onsd_full_width_16/filters_100.mp4 | Bin 0 -> 27412 bytes
 .../output/onsd_full_width_16/filters_102.mp4 | Bin 0 -> 27324 bytes
 .../output/onsd_full_width_16/filters_104.mp4 | Bin 0 -> 27389 bytes
 .../output/onsd_full_width_16/filters_106.mp4 | Bin 0 -> 27528 bytes
 .../output/onsd_full_width_16/filters_108.mp4 | Bin 0 -> 27322 bytes
 .../output/onsd_full_width_16/filters_110.mp4 | Bin 0 -> 27166 bytes
 .../output/onsd_full_width_16/filters_112.mp4 | Bin 0 -> 27304 bytes
 .../output/onsd_full_width_16/filters_114.mp4 | Bin 0 -> 27293 bytes
 .../output/onsd_full_width_16/filters_116.mp4 | Bin 0 -> 27178 bytes
 .../output/onsd_full_width_16/filters_118.mp4 | Bin 0 -> 27136 bytes
 .../output/onsd_full_width_16/filters_12.mp4  | Bin 0 -> 32613 bytes
 .../output/onsd_full_width_16/filters_120.mp4 | Bin 0 -> 27307 bytes
 .../output/onsd_full_width_16/filters_122.mp4 | Bin 0 -> 27063 bytes
 .../output/onsd_full_width_16/filters_124.mp4 | Bin 0 -> 27324 bytes
 .../output/onsd_full_width_16/filters_126.mp4 | Bin 0 -> 26988 bytes
 .../output/onsd_full_width_16/filters_128.mp4 | Bin 0 -> 26881 bytes
 .../output/onsd_full_width_16/filters_130.mp4 | Bin 0 -> 27109 bytes
 .../output/onsd_full_width_16/filters_132.mp4 | Bin 0 -> 26958 bytes
 .../output/onsd_full_width_16/filters_134.mp4 | Bin 0 -> 26952 bytes
 .../output/onsd_full_width_16/filters_136.mp4 | Bin 0 -> 27147 bytes
 .../output/onsd_full_width_16/filters_138.mp4 | Bin 0 -> 26971 bytes
 .../output/onsd_full_width_16/filters_14.mp4  | Bin 0 -> 32100 bytes
 .../output/onsd_full_width_16/filters_140.mp4 | Bin 0 -> 26799 bytes
 .../output/onsd_full_width_16/filters_142.mp4 | Bin 0 -> 26807 bytes
 .../output/onsd_full_width_16/filters_144.mp4 | Bin 0 -> 26889 bytes
 .../output/onsd_full_width_16/filters_146.mp4 | Bin 0 -> 26906 bytes
 .../output/onsd_full_width_16/filters_148.mp4 | Bin 0 -> 26885 bytes
 .../output/onsd_full_width_16/filters_16.mp4  | Bin 0 -> 31663 bytes
 .../output/onsd_full_width_16/filters_18.mp4  | Bin 0 -> 31105 bytes
 .../output/onsd_full_width_16/filters_2.mp4   | Bin 0 -> 35536 bytes
 .../output/onsd_full_width_16/filters_20.mp4  | Bin 0 -> 30719 bytes
 .../output/onsd_full_width_16/filters_22.mp4  | Bin 0 -> 30339 bytes
 .../output/onsd_full_width_16/filters_24.mp4  | Bin 0 -> 30161 bytes
 .../output/onsd_full_width_16/filters_26.mp4  | Bin 0 -> 29786 bytes
 .../output/onsd_full_width_16/filters_28.mp4  | Bin 0 -> 29634 bytes
 .../output/onsd_full_width_16/filters_30.mp4  | Bin 0 -> 29434 bytes
 .../output/onsd_full_width_16/filters_32.mp4  | Bin 0 -> 29285 bytes
 .../output/onsd_full_width_16/filters_34.mp4  | Bin 0 -> 29181 bytes
 .../output/onsd_full_width_16/filters_36.mp4  | Bin 0 -> 28975 bytes
 .../output/onsd_full_width_16/filters_38.mp4  | Bin 0 -> 28861 bytes
 .../output/onsd_full_width_16/filters_4.mp4   | Bin 0 -> 34894 bytes
 .../output/onsd_full_width_16/filters_40.mp4  | Bin 0 -> 28755 bytes
 .../output/onsd_full_width_16/filters_42.mp4  | Bin 0 -> 28678 bytes
 .../output/onsd_full_width_16/filters_44.mp4  | Bin 0 -> 28433 bytes
 .../output/onsd_full_width_16/filters_46.mp4  | Bin 0 -> 28457 bytes
 .../output/onsd_full_width_16/filters_48.mp4  | Bin 0 -> 28409 bytes
 .../output/onsd_full_width_16/filters_50.mp4  | Bin 0 -> 28264 bytes
 .../output/onsd_full_width_16/filters_52.mp4  | Bin 0 -> 28299 bytes
 .../output/onsd_full_width_16/filters_54.mp4  | Bin 0 -> 28262 bytes
 .../output/onsd_full_width_16/filters_56.mp4  | Bin 0 -> 28290 bytes
 .../output/onsd_full_width_16/filters_58.mp4  | Bin 0 -> 28185 bytes
 .../output/onsd_full_width_16/filters_6.mp4   | Bin 0 -> 34361 bytes
 .../output/onsd_full_width_16/filters_60.mp4  | Bin 0 -> 27962 bytes
 .../output/onsd_full_width_16/filters_62.mp4  | Bin 0 -> 27991 bytes
 .../output/onsd_full_width_16/filters_64.mp4  | Bin 0 -> 27859 bytes
 .../output/onsd_full_width_16/filters_66.mp4  | Bin 0 -> 27859 bytes
 .../output/onsd_full_width_16/filters_68.mp4  | Bin 0 -> 27695 bytes
 .../output/onsd_full_width_16/filters_70.mp4  | Bin 0 -> 27903 bytes
 .../output/onsd_full_width_16/filters_72.mp4  | Bin 0 -> 27767 bytes
 .../output/onsd_full_width_16/filters_74.mp4  | Bin 0 -> 27652 bytes
 .../output/onsd_full_width_16/filters_76.mp4  | Bin 0 -> 27824 bytes
 .../output/onsd_full_width_16/filters_78.mp4  | Bin 0 -> 27531 bytes
 .../output/onsd_full_width_16/filters_8.mp4   | Bin 0 -> 33613 bytes
 .../output/onsd_full_width_16/filters_80.mp4  | Bin 0 -> 27670 bytes
 .../output/onsd_full_width_16/filters_82.mp4  | Bin 0 -> 27551 bytes
 .../output/onsd_full_width_16/filters_84.mp4  | Bin 0 -> 27584 bytes
 .../output/onsd_full_width_16/filters_86.mp4  | Bin 0 -> 27454 bytes
 .../output/onsd_full_width_16/filters_88.mp4  | Bin 0 -> 27482 bytes
 .../output/onsd_full_width_16/filters_90.mp4  | Bin 0 -> 27648 bytes
 .../output/onsd_full_width_16/filters_92.mp4  | Bin 0 -> 27319 bytes
 .../output/onsd_full_width_16/filters_94.mp4  | Bin 0 -> 27308 bytes
 .../output/onsd_full_width_16/filters_96.mp4  | Bin 0 -> 27305 bytes
 .../output/onsd_full_width_16/filters_98.mp4  | Bin 0 -> 27247 bytes
 .../onsd_full_width_16/filters_start.mp4      | Bin 0 -> 38087 bytes
 .../output/onsd_full_width_16/loss_graph.png  | Bin 0 -> 58013 bytes
 sparse_coding_torch/sparse_model.py           |  23 +-
 100 files changed, 1464 insertions(+), 381 deletions(-)
 create mode 100644 sparse_coding_torch/classifier_outputs/onsd_mlp_ximing/arguments.txt
 create mode 100644 sparse_coding_torch/classifier_outputs/onsd_mlp_ximing/best_classifier_0.pt/keras_metadata.pb
 create mode 100644 sparse_coding_torch/classifier_outputs/onsd_mlp_ximing/best_classifier_0.pt/saved_model.pb
 create mode 100644 sparse_coding_torch/classifier_outputs/onsd_mlp_ximing/best_classifier_0.pt/variables/variables.data-00000-of-00001
 create mode 100644 sparse_coding_torch/classifier_outputs/onsd_mlp_ximing/best_classifier_0.pt/variables/variables.index
 create mode 100644 sparse_coding_torch/classifier_outputs/onsd_mlp_ximing/fp_fn.txt
 create mode 100644 sparse_coding_torch/classifier_outputs/onsd_mlp_ximing/test_ids.txt
 create mode 100644 sparse_coding_torch/onsd/logistic_regression.py
 create mode 100644 sparse_coding_torch/onsd/train_MLP.py
 create mode 100644 sparse_coding_torch/onsd/train_regression_model.py
 delete mode 100644 sparse_coding_torch/onsd/train_sharpness_classifier.py
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/arguments.txt
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/best_sparse.pt/keras_metadata.pb
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/best_sparse.pt/saved_model.pb
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/best_sparse.pt/variables/variables.data-00000-of-00001
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/best_sparse.pt/variables/variables.index
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_0.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_10.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_100.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_102.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_104.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_106.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_108.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_110.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_112.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_114.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_116.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_118.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_12.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_120.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_122.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_124.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_126.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_128.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_130.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_132.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_134.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_136.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_138.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_14.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_140.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_142.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_144.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_146.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_148.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_16.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_18.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_2.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_20.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_22.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_24.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_26.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_28.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_30.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_32.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_34.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_36.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_38.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_4.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_40.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_42.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_44.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_46.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_48.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_50.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_52.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_54.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_56.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_58.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_6.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_60.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_62.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_64.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_66.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_68.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_70.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_72.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_74.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_76.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_78.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_8.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_80.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_82.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_84.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_86.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_88.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_90.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_92.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_94.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_96.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_98.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/filters_start.mp4
 create mode 100644 sparse_coding_torch/output/onsd_full_width_16/loss_graph.png

diff --git a/sparse_coding_torch/classifier_outputs/onsd_mlp_ximing/arguments.txt b/sparse_coding_torch/classifier_outputs/onsd_mlp_ximing/arguments.txt
new file mode 100644
index 0000000..e14e3e9
--- /dev/null
+++ b/sparse_coding_torch/classifier_outputs/onsd_mlp_ximing/arguments.txt
@@ -0,0 +1 @@
+Namespace(batch_size=128, kernel_width=150, kernel_height=10, kernel_depth=1, num_kernels=16, stride=1, max_activation_iter=300, activation_lr=0.01, lr=0.05, epochs=15, lam=0.05, output_dir='sparse_coding_torch/classifier_outputs/onsd_mlp_ximing/', sparse_checkpoint='sparse_coding_torch/output/onsd_full_width_16/best_sparse.pt/', checkpoint=None, splits='balanced', seed=26, train=True, n_splits=1, save_train_test_splits=False, balance_classes=False, dataset='onsd', crop_height=100, crop_width=300, scale_factor=2, clip_depth=1, frames_to_skip=1)
\ No newline at end of file
diff --git a/sparse_coding_torch/classifier_outputs/onsd_mlp_ximing/best_classifier_0.pt/keras_metadata.pb b/sparse_coding_torch/classifier_outputs/onsd_mlp_ximing/best_classifier_0.pt/keras_metadata.pb
new file mode 100644
index 0000000..dbfd819
--- /dev/null
+++ b/sparse_coding_torch/classifier_outputs/onsd_mlp_ximing/best_classifier_0.pt/keras_metadata.pb
@@ -0,0 +1,8 @@
+
+�root"_tf_keras_network*�{"name": "model_1", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "Functional", "config": {"name": "model_1", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 16]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "input_3"}, "name": "input_3", "inbound_nodes": []}, {"class_name": "ONSDMLP", "config": {"name": "onsdmlp", "trainable": true, "dtype": "float32"}, "name": "onsdmlp", "inbound_nodes": [[["input_3", 0, 0, {}]]]}], "input_layers": [["input_3", 0, 0]], "output_layers": [["onsdmlp", 0, 0]]}, "shared_object_id": 2, "input_spec": [{"class_name": "InputSpec", "config": {"dtype": null, "shape": {"class_name": "__tuple__", "items": [null, 16]}, "ndim": 2, "max_ndim": null, "min_ndim": null, "axes": {}}}], "build_input_shape": {"class_name": "TensorShape", "items": [null, 16]}, "is_graph_network": true, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 16]}, "float32", "input_3"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 16]}, "float32", "input_3"]}, "keras_version": "2.9.0", "backend": "tensorflow", "model_config": {"class_name": "Functional", "config": {"name": "model_1", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 16]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "input_3"}, "name": "input_3", "inbound_nodes": [], "shared_object_id": 0}, {"class_name": "ONSDMLP", "config": {"name": "onsdmlp", "trainable": true, "dtype": "float32"}, "name": "onsdmlp", "inbound_nodes": [[["input_3", 0, 0, {}]]], "shared_object_id": 1}], "input_layers": [["input_3", 0, 0]], "output_layers": [["onsdmlp", 0, 0]]}}}2
+�root.layer-0"_tf_keras_input_layer*�{"class_name": "InputLayer", "name": "input_3", "dtype": "float32", "sparse": false, "ragged": false, "batch_input_shape": {"class_name": "__tuple__", "items": [null, 16]}, "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 16]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "input_3"}}2
+�root.layer_with_weights-0"_tf_keras_layer*�{"name": "onsdmlp", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "ONSDMLP", "config": {"name": "onsdmlp", "trainable": true, "dtype": "float32"}, "inbound_nodes": [[["input_3", 0, 0, {}]]], "shared_object_id": 1}2
+�$root.layer_with_weights-0.ff_dropout"_tf_keras_layer*�{"name": "dropout", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dropout", "config": {"name": "dropout", "trainable": true, "dtype": "float32", "rate": 0.1, "noise_shape": null, "seed": null}, "shared_object_id": 4, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16]}}2
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diff --git a/sparse_coding_torch/classifier_outputs/onsd_mlp_ximing/best_classifier_0.pt/variables/variables.data-00000-of-00001 b/sparse_coding_torch/classifier_outputs/onsd_mlp_ximing/best_classifier_0.pt/variables/variables.data-00000-of-00001
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diff --git a/sparse_coding_torch/classifier_outputs/onsd_mlp_ximing/best_classifier_0.pt/variables/variables.index b/sparse_coding_torch/classifier_outputs/onsd_mlp_ximing/best_classifier_0.pt/variables/variables.index
new file mode 100644
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diff --git a/sparse_coding_torch/classifier_outputs/onsd_mlp_ximing/fp_fn.txt b/sparse_coding_torch/classifier_outputs/onsd_mlp_ximing/fp_fn.txt
new file mode 100644
index 0000000..ef9e7a4
--- /dev/null
+++ b/sparse_coding_torch/classifier_outputs/onsd_mlp_ximing/fp_fn.txt
@@ -0,0 +1,6 @@
+FP:
+['/shared_data/bamc_onsd_data/revised_extended_onsd_data/Negatives/72/10. 72.1 Left Long_Video.mp4']
+
+FN:
+['/shared_data/bamc_onsd_data/revised_extended_onsd_data/Positives/64/2. 64.1 Right Lat_Video 1.mp4']
+
diff --git a/sparse_coding_torch/classifier_outputs/onsd_mlp_ximing/test_ids.txt b/sparse_coding_torch/classifier_outputs/onsd_mlp_ximing/test_ids.txt
new file mode 100644
index 0000000..ac00e5c
--- /dev/null
+++ b/sparse_coding_torch/classifier_outputs/onsd_mlp_ximing/test_ids.txt
@@ -0,0 +1,25 @@
+[   2    6    7    9   10   19   21   23   29   34   36   38   41   45
+   46   51   58   59   64   65   69   73   74   86   88   90   96   97
+  100  101  106  108  110  111  113  122  133  135  140  142  143  147
+  149  151  154  158  160  167  172  179  198  204  206  208  209  212
+  213  214  219  221  232  243  245  254  264  271  272  277  285  299
+  301  302  307  314  326  333  354  358  364  370  375  388  389  394
+  395  396  401  407  409  410  412  438  448  452  454  465  473  474
+  476  479  485  488  492  501  520  522  526  527  534  545  547  551
+  552  553  562  563  564  570  571  575  584  597  601  603  605  606
+  608  610  613  614  621  628  632  641  642  643  657  659  663  667
+  668  673  674  682  684  699  710  712  715  723  728  734  736  740
+  741  743  747  748  749  750  754  757  766  776  777  779  780  788
+  789  790  798  804  808  810  819  823  826  839  842  844  849  850
+  851  853  857  860  861  868  878  879  898  903  921  923  928  929
+  931  934  935  936  939  944  945  955  959  961  964  965  968  974
+  978  979  981  986  991  992  993 1001 1002 1006 1017 1023 1024 1025
+ 1029 1032 1034 1035 1036 1041 1050 1051 1056 1059 1061 1064 1069 1070
+ 1081 1089 1092 1093 1094 1097 1102 1108 1116 1121 1122 1124 1128 1153
+ 1154 1160 1165 1166 1167 1173 1175 1177 1182 1183 1186 1189 1192 1195
+ 1197 1198 1210 1214 1219 1220 1225 1226 1236 1237 1244 1247 1250 1254
+ 1274 1277 1279 1280 1287 1290 1292 1293 1294 1295 1298 1306 1312 1318
+ 1319 1322 1333 1338 1345 1348 1349 1351 1353 1364 1369 1375 1378 1379
+ 1380 1385 1393 1397 1398 1403 1407 1410 1411 1414 1415 1420 1421 1422
+ 1425 1429 1440 1446 1458 1469 1483 1488 1491 1493 1495 1496 1497 1498
+ 1499 1504 1507 1509 1514 1518]
diff --git a/sparse_coding_torch/onsd/classifier_model.py b/sparse_coding_torch/onsd/classifier_model.py
index ac9aa14..a1c72fc 100644
--- a/sparse_coding_torch/onsd/classifier_model.py
+++ b/sparse_coding_torch/onsd/classifier_model.py
@@ -15,25 +15,28 @@ class ONSDClassifier(keras.layers.Layer):
         
 #         self.sparse_filters = tf.squeeze(keras.models.load_model(sparse_checkpoint).weights[0], axis=0)
 
-#         self.conv_1 = keras.layers.Conv2D(32, kernel_size=(8, 8), strides=2, activation='relu', padding='valid')
-#         self.conv_2 = keras.layers.Conv2D(32, kernel_size=(8, 8), strides=2, activation='relu', padding='valid')
-#         self.conv_3 = keras.layers.Conv2D(32, kernel_size=(8, 8), strides=2, activation='relu', padding='valid')
+        self.conv_1 = keras.layers.Conv2D(32, kernel_size=(8, 8), strides=2, activation='relu', padding='valid')
+        self.conv_2 = keras.layers.Conv2D(32, kernel_size=(8, 8), strides=2, activation='relu', padding='valid')
+        self.conv_3 = keras.layers.Conv2D(32, kernel_size=(8, 8), strides=2, activation='relu', padding='valid')
 #         self.conv_4 = keras.layers.Conv2D(32, kernel_size=(8, 8), strides=2, activation='relu', padding='valid')
 #         self.conv_5 = keras.layers.Conv2D(32, kernel_size=(4, 4), strides=1, activation='relu', padding='valid')
 #         self.conv_6 = keras.layers.Conv2D(32, kernel_size=(8, 8), strides=2, activation='relu', padding='valid')
-        self.conv_1 = keras.layers.Conv1D(10, kernel_size=3, strides=1, activation='relu', padding='valid')
-        self.conv_2 = keras.layers.Conv1D(10, kernel_size=3, strides=1, activation='relu', padding='valid')
+#         self.conv_1 = keras.layers.Conv1D(10, kernel_size=3, strides=1, activation='relu', padding='valid')
+#         self.conv_2 = keras.layers.Conv1D(10, kernel_size=3, strides=1, activation='relu', padding='valid')
 
         self.flatten = keras.layers.Flatten()
 
-#         self.dropout = keras.layers.Dropout(0.5)
+        self.dropout = keras.layers.Dropout(0.20)
+        
+        self.ff_dropout = keras.layers.Dropout(0.1)
 
 #         self.ff_1 = keras.layers.Dense(1000, activation='relu', use_bias=True)
 #         self.ff_2 = keras.layers.Dense(500, activation='relu', use_bias=True)
-#         self.ff_2 = keras.layers.Dense(100, activation='relu', use_bias=True)
+        self.ff_2 = keras.layers.Dense(100, activation='relu', use_bias=True)
         self.ff_3 = keras.layers.Dense(20, activation='relu', use_bias=True)
         self.ff_final_1 = keras.layers.Dense(1)
-#         self.ff_final_2 = keras.layers.Dense(1)
+        self.ff_final_2 = keras.layers.Dense(1)
+        self.do_dropout = True
 
 #     @tf.function
     def call(self, activations):
@@ -41,19 +44,42 @@ class ONSDClassifier(keras.layers.Layer):
 #         x = tf.nn.relu(x)
         x = self.conv_1(activations)
         x = self.conv_2(x)
-#         x = self.conv_3(x)
+        x = self.dropout(x, self.do_dropout)
+        x = self.conv_3(x)
 #         x = self.conv_4(x)
 #         x = self.conv_5(x)
 #         x = self.conv_6(x)
         x = self.flatten(x)
 #         x = self.ff_1(x)
 #         x = self.dropout(x)
-#         x = self.ff_2(x)
-#         x = self.dropout(x)
+        x = self.ff_2(x)
+        x = self.ff_dropout(x, self.do_dropout)
         x = self.ff_3(x)
 #         x = self.dropout(x)
         class_pred = self.ff_final_1(x)
-#         width_pred = tf.math.tanh(self.ff_final_2(x))
+        width_pred = tf.math.sigmoid(self.ff_final_2(x))
+
+        return class_pred, width_pred
+    
+class ONSDMLP(keras.layers.Layer):
+    def __init__(self):
+        super(ONSDMLP, self).__init__()
+        
+        self.ff_dropout = keras.layers.Dropout(0.1)
+
+#         self.ff_1 = keras.layers.Dense(1000, activation='relu', use_bias=True)
+#         self.ff_2 = keras.layers.Dense(500, activation='relu', use_bias=True)
+        self.ff_2 = keras.layers.Dense(16, activation='relu', use_bias=True)
+        self.ff_3 = keras.layers.Dense(8, activation='relu', use_bias=True)
+        self.ff_final_1 = keras.layers.Dense(1)
+        self.do_dropout = True
+
+#     @tf.function
+    def call(self, activations):
+        x = self.ff_2(activations)
+        x = self.ff_dropout(x, self.do_dropout)
+        x = self.ff_3(x)
+        class_pred = self.ff_final_1(x)
 
         return class_pred
     
@@ -92,6 +118,42 @@ class ONSDSharpness(keras.Model):
         x = self.ff_3(x)
 
         return x
+    
+class ONSDRegression(keras.Model):
+    def __init__(self):
+        super().__init__()
+#         self.encoder = tf.keras.applications.DenseNet121(include_top=False)
+#         self.encoder.trainable = True
+        self.conv_1 = keras.layers.Conv2D(32, kernel_size=4, strides=2, activation='relu', padding='valid')
+        self.conv_2 = keras.layers.Conv2D(32, kernel_size=4, strides=2, activation='relu', padding='valid')
+#         self.conv_3 = keras.layers.Conv2D(32, kernel_size=4, strides=2, activation='relu', padding='valid')
+#         self.conv_4 = keras.layers.Conv2D(32, kernel_size=4, strides=2, activation='relu', padding='valid')
+#         self.conv_5 = keras.layers.Conv2D(32, kernel_size=4, strides=2, activation='relu', padding='valid')
+#         self.conv_6 = keras.layers.Conv2D(32, kernel_size=2, strides=1, activation='relu', padding='valid')
+        
+        self.flatten = keras.layers.Flatten()
+        
+#         self.ff_1 = keras.layers.Dense(1000, activation='relu', use_bias=True)
+        self.ff_2 = keras.layers.Dense(100, activation='relu', use_bias=True)
+        self.ff_3 = keras.layers.Dense(1, activation='sigmoid')
+        
+    @tf.function
+    def call(self, images):
+#         x = self.encoder(images)
+        x = self.conv_1(images)
+        x = self.conv_2(x)
+#         x = self.conv_3(x)
+#         x = self.conv_4(x)
+#         x = self.conv_5(x)
+#         x = self.conv_6(x)
+        
+        x = self.flatten(x)
+        
+#         x = self.ff_1(x)
+        x = self.ff_2(x)
+        x = self.ff_3(x)
+
+        return x
 
     
 # class MobileModelONSD(keras.Model):
diff --git a/sparse_coding_torch/onsd/generate_images_to_label.py b/sparse_coding_torch/onsd/generate_images_to_label.py
index f62d496..ab5cb17 100644
--- a/sparse_coding_torch/onsd/generate_images_to_label.py
+++ b/sparse_coding_torch/onsd/generate_images_to_label.py
@@ -11,6 +11,11 @@ from tqdm import tqdm
 import torchvision as tv
 import cv2
 import random
+from yolov4.get_bounding_boxes import YoloModel
+from matplotlib import pyplot as plt
+from matplotlib import cm
+
+yolo_model = YoloModel('onsd')
 
 video_path = "/shared_data/bamc_onsd_data/revised_onsd_data"
 
@@ -39,8 +44,8 @@ videos = []
 for label in labels:
     videos.extend([(label, abspath(join(video_path, label, f)), f) for f in glob.glob(join(video_path, label, '*', '*.mp4'))])
 
-if not os.path.exists('sparse_coding_torch/onsd/individual_frames'):
-    os.makedirs('sparse_coding_torch/onsd/individual_frames')
+if not os.path.exists('sparse_coding_torch/onsd/individual_frames_cleaned'):
+    os.makedirs('sparse_coding_torch/onsd/individual_frames_cleaned')
     
 files_to_write = []
 
@@ -52,7 +57,7 @@ for txt_label, path, f_name in tqdm(videos):
     f_name = f_name.split('/')[-1]
     
 #     print(f_name)
-    write_path = os.path.join('sparse_coding_torch/onsd/individual_frames', label, f_name[:f_name.rfind('.')])
+    write_path = os.path.join('sparse_coding_torch/onsd/individual_frames_cleaned', label, f_name[:f_name.rfind('.')])
     if not os.path.exists(write_path):
         os.makedirs(write_path)
 
@@ -65,33 +70,80 @@ for txt_label, path, f_name in tqdm(videos):
                 break
             frame = vc[:, j, :, :]
             
-            files_to_write.append((os.path.join(write_path, str(j) + '.png'), frame.numpy().swapaxes(0,1).swapaxes(1,2), label))
+            files_to_write.append((os.path.join(write_path, str(j) + '.png'), frame, label))
 
 #             cv2.imwrite(os.path.join(write_path, str(j) + '.png'), frame.numpy().swapaxes(0,1).swapaxes(1,2))
 
     vid_idx += 1
     
-num_positive = 50
-num_negative = 50
+num_positive = 100
+num_negative = 100
 
 curr_positive = 0
 curr_negative = 0
 
 random.shuffle(files_to_write)
 
-with open('sparse_coding_torch/onsd/individual_frames/onsd_labeled_widths.csv', 'w+') as csv_out:
-    out_write = csv.writer(csv_out)
+for path, frame, label in files_to_write:
+    if label == 'Positives':
+        curr_positive += 1
+    else:
+        curr_negative += 1
+        
+print(curr_positive)
+print(curr_negative)
+
+# with open('sparse_coding_torch/onsd/individual_frames_cleaned/onsd_labeled_widths_empty.csv', 'w+') as csv_out:
+#     out_write = csv.writer(csv_out)
     
-    out_write.writerow(['Video', 'Distance'])
+#     out_write.writerow(['Video', 'Distance'])
     
-    for path, frame, label in files_to_write:
-        if label == 'Positives' and curr_positive < num_positive:
-            cv2.imwrite(path, frame)
-            out_write.writerow([path])
-            curr_positive += 1
-        elif label == 'Negatives' and curr_negative < num_positive:
-            cv2.imwrite(path, frame)
-            out_write.writerow([path])
-            curr_negative += 1
+#     for path, frame, label in files_to_write:
+#         if os.path.exists(path):
+#             continue
+            
+#         orig_height = frame.size(1)
+#         orig_width = frame.size(2)
+
+#         bounding_boxes, classes, scores = yolo_model.get_bounding_boxes_v5(frame.swapaxes(0, 2).swapaxes(0, 1).numpy())
+
+#         eye_bounding_box = (None, 0.0)
+#         nerve_bounding_box = (None, 0.0)
+
+#         for bb, class_pred, score in zip(bounding_boxes, classes, scores):
+#             if class_pred == 0 and score > nerve_bounding_box[1]:
+#                 nerve_bounding_box = (bb, score)
+#             elif class_pred == 1 and score > eye_bounding_box[1]:
+#                 eye_bounding_box = (bb, score)
+
+#         eye_bounding_box = eye_bounding_box[0]
+#         nerve_bounding_box = nerve_bounding_box[0]
+
+#         if eye_bounding_box is None or nerve_bounding_box is None:
+#             continue
+
+#         nerve_center_x = round((nerve_bounding_box[2] + nerve_bounding_box[0]) / 2 * orig_width)
+
+#         eye_center_y = round(eye_bounding_box[3] * orig_height)
+
+#         crop_center_x = nerve_center_x
+#         crop_center_y = eye_center_y + 65
+
+#         if label == 'Positives' and curr_positive < num_positive:
+# #             plt.clf()
+# #             plt.imshow(frame.numpy().swapaxes(0,1).swapaxes(1,2), cmap=cm.Greys_r)
+# #             plt.scatter([crop_center_x], [crop_center_y], color=["red"])
+# #             plt.savefig(path)
+#             cv2.imwrite(path, frame.numpy().swapaxes(0,1).swapaxes(1,2))
+#             out_write.writerow([path])
+#             curr_positive += 1
+#         elif label == 'Negatives' and curr_negative < num_positive:
+# #             plt.clf()
+# #             plt.imshow(frame.numpy().swapaxes(0,1).swapaxes(1,2), cmap=cm.Greys_r)
+# #             plt.scatter([crop_center_x], [crop_center_y], color=["red"])
+# #             plt.savefig(path)
+#             cv2.imwrite(path, frame.numpy().swapaxes(0,1).swapaxes(1,2))
+#             out_write.writerow([path])
+#             curr_negative += 1
             
         
\ No newline at end of file
diff --git a/sparse_coding_torch/onsd/load_data.py b/sparse_coding_torch/onsd/load_data.py
index 137f148..b422d63 100644
--- a/sparse_coding_torch/onsd/load_data.py
+++ b/sparse_coding_torch/onsd/load_data.py
@@ -3,14 +3,14 @@ import torchvision
 import torch
 from sklearn.model_selection import train_test_split
 from sparse_coding_torch.utils import MinMaxScaler
-from sparse_coding_torch.onsd.video_loader import get_participants, ONSDGoodFramesLoader, FrameLoader
+from sparse_coding_torch.onsd.video_loader import get_participants, ONSDGoodFramesLoader, ONSDAllFramesLoader, FrameLoader, RegressionLoader
 from sparse_coding_torch.utils import VideoGrayScaler
 from typing import Sequence, Iterator
 import csv
 from sklearn.model_selection import train_test_split, GroupShuffleSplit, LeaveOneGroupOut, LeaveOneOut, StratifiedGroupKFold, StratifiedKFold, KFold, ShuffleSplit
     
 def load_onsd_videos(batch_size, input_size, crop_size, yolo_model=None, mode=None, n_splits=None):   
-    video_path = "/shared_data/bamc_onsd_data/revised_onsd_data"
+    video_path = "/shared_data/bamc_onsd_data/revised_extended_onsd_data"
     
     transforms = torchvision.transforms.Compose(
     [torchvision.transforms.Grayscale(1),
@@ -23,7 +23,7 @@ def load_onsd_videos(batch_size, input_size, crop_size, yolo_model=None, mode=No
 #      torchvision.transforms.RandomAdjustSharpness(0.05)
      
 #     ])
-    dataset = ONSDGoodFramesLoader(video_path, crop_size[1], crop_size[0], transform=transforms, yolo_model=yolo_model)
+    dataset = ONSDAllFramesLoader(video_path, crop_size[1], crop_size[0], transform=transforms, yolo_model=yolo_model)
     
     targets = dataset.get_labels()
     
@@ -44,6 +44,27 @@ def load_onsd_videos(batch_size, input_size, crop_size, yolo_model=None, mode=No
         groups = get_participants(dataset.get_filenames())
         
         return gss.split(np.arange(len(targets)), targets, groups), dataset
+    elif mode == 'custom':
+        splits = []
+        splits.append(['64', '129', '250', '117'])
+        splits.append(['163', '189', '3', '50', '106', '158'])
+        splits.append(['108', '95', '75', '51', '36', '241', '168'])
+        
+        test_train_idxs = []
+        
+        for split in splits:
+            test_idx = []
+            train_idx = []
+
+            for i, participant in enumerate(get_participants(dataset.get_filenames())):
+                if participant in split:
+                    test_idx.append(i)
+                else:
+                    train_idx.append(i)
+            
+            test_train_idxs.append((train_idx, test_idx))
+                
+        return test_train_idxs, dataset
     else:
 #         gss = ShuffleSplit(n_splits=n_splits, test_size=0.2)
         gss = GroupShuffleSplit(n_splits=n_splits, test_size=0.2)
@@ -51,6 +72,7 @@ def load_onsd_videos(batch_size, input_size, crop_size, yolo_model=None, mode=No
         groups = get_participants(dataset.get_filenames())
         
         return gss.split(np.arange(len(targets)), targets, groups), dataset
+#         return gss.split(np.arange(len(targets)), targets), dataset
     
 def load_onsd_frames(batch_size, input_size, mode=None, yolo_model=None):   
     video_path = "/shared_data/bamc_onsd_data/revised_onsd_data"
@@ -76,4 +98,31 @@ def load_onsd_frames(batch_size, input_size, mode=None, yolo_model=None):
 
         groups = get_participants(dataset.get_filenames())
         
-        return gss.split(np.arange(len(targets)), targets, groups), dataset
\ No newline at end of file
+        return gss.split(np.arange(len(targets)), targets, groups), dataset
+    
+def load_onsd_regression(batch_size, input_size, mode=None, yolo_model=None):   
+    csv_path = "sparse_coding_torch/onsd/individual_frames_cleaned/onsd_labeled_widths.csv"
+    
+    transforms = torchvision.transforms.Compose(
+    [torchvision.transforms.Grayscale(1),
+     MinMaxScaler(0, 255),
+     torchvision.transforms.Resize(input_size[:2])
+    ])
+
+    dataset = RegressionLoader(csv_path, input_size[1], input_size[0], transform=transforms, yolo_model=yolo_model)
+    
+    targets = dataset.get_labels()
+    
+    if mode == 'all_train':
+        train_idx = np.arange(len(targets))
+        test_idx = None
+        
+        return [(train_idx, test_idx)], dataset
+    else:
+#         gss = ShuffleSplit(test_size=0.2)
+        gss = GroupShuffleSplit(n_splits=1, test_size=0.2)
+
+        groups = dataset.get_filenames()
+        
+        return gss.split(np.arange(len(targets)), targets, groups), dataset
+#         return gss.split(np.arange(len(targets)), targets), dataset
\ No newline at end of file
diff --git a/sparse_coding_torch/onsd/logistic_regression.py b/sparse_coding_torch/onsd/logistic_regression.py
new file mode 100644
index 0000000..0dcc679
--- /dev/null
+++ b/sparse_coding_torch/onsd/logistic_regression.py
@@ -0,0 +1,257 @@
+import tensorflow.keras as keras
+import tensorflow as tf
+# tf.debugging.set_log_device_placement(True)
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+from tqdm import tqdm
+import argparse
+import os
+from sparse_coding_torch.onsd.load_data import load_onsd_videos
+from sparse_coding_torch.utils import SubsetWeightedRandomSampler, get_sample_weights
+from sparse_coding_torch.sparse_model import SparseCode, ReconSparse, normalize_weights, normalize_weights_3d
+from sparse_coding_torch.onsd.classifier_model import ONSDClassifier
+from sparse_coding_torch.onsd.video_loader import get_yolo_region_onsd
+import time
+import numpy as np
+from sklearn.metrics import f1_score, accuracy_score, confusion_matrix
+import random
+import pickle
+# from sparse_coding_torch.onsd.train_sparse_model import sparse_loss
+from yolov4.get_bounding_boxes import YoloModel
+import torchvision
+from sparse_coding_torch.utils import VideoGrayScaler, MinMaxScaler
+import glob
+import cv2
+import copy
+import matplotlib.pyplot as plt
+from sklearn.linear_model import LogisticRegression, RidgeClassifier
+from sklearn.neural_network import MLPClassifier
+from sklearn import metrics
+from sklearn.preprocessing import normalize
+
+tf.compat.v1.logging.set_verbosity(tf.compat.v1.logging.ERROR)
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    parser.add_argument('--batch_size', default=32, type=int)
+    parser.add_argument('--kernel_height', default=10, type=int)
+    parser.add_argument('--kernel_width', default=150, type=int)
+    parser.add_argument('--kernel_depth', default=1, type=int)
+    parser.add_argument('--num_kernels', default=10, type=int)
+    parser.add_argument('--stride', default=1, type=int)
+    parser.add_argument('--max_activation_iter', default=300, type=int)
+    parser.add_argument('--activation_lr', default=1e-2, type=float)
+    parser.add_argument('--lam', default=0.05, type=float)
+    parser.add_argument('--output_dir', default='./output', type=str)
+    parser.add_argument('--sparse_checkpoint', default=None, type=str)
+    parser.add_argument('--splits', default=None, type=str, help='k_fold or leave_one_out or all_train or custom')
+    parser.add_argument('--seed', default=26, type=int)
+    parser.add_argument('--n_splits', default=5, type=int)
+    parser.add_argument('--dataset', default='onsd', type=str)
+    parser.add_argument('--crop_height', type=int, default=100)
+    parser.add_argument('--crop_width', type=int, default=300)
+    parser.add_argument('--scale_factor', type=int, default=2)
+    parser.add_argument('--clip_depth', type=int, default=1)
+    parser.add_argument('--frames_to_skip', type=int, default=1)
+    
+    args = parser.parse_args()
+    
+    crop_height = args.crop_height
+    crop_width = args.crop_width
+
+    image_height = int(crop_height / args.scale_factor)
+    image_width = int(crop_width / args.scale_factor)
+    clip_depth = args.clip_depth
+
+    batch_size = args.batch_size
+    
+    random.seed(args.seed)
+    np.random.seed(args.seed)
+    torch.manual_seed(args.seed)
+    tf.random.set_seed(args.seed)
+    
+    output_dir = args.output_dir
+    if not os.path.exists(output_dir):
+        os.makedirs(output_dir)
+        
+    with open(os.path.join(output_dir, 'arguments.txt'), 'w+') as out_f:
+        out_f.write(str(args))
+    
+    yolo_model = YoloModel(args.dataset)
+
+    all_errors = []
+    
+    inputs = keras.Input(shape=(clip_depth, image_height, image_width, 1))
+        
+    filter_inputs = keras.Input(shape=(clip_depth, args.kernel_height, args.kernel_width, 1, args.num_kernels), dtype='float32')
+
+    output = SparseCode(batch_size=args.batch_size, image_height=image_height, image_width=image_width, clip_depth=clip_depth, in_channels=1, out_channels=args.num_kernels, kernel_height=args.kernel_height, kernel_width=args.kernel_width, kernel_depth=args.kernel_depth, stride=args.stride, lam=args.lam, activation_lr=args.activation_lr, max_activation_iter=args.max_activation_iter, run_2d=False)(inputs, filter_inputs)
+
+    sparse_model = keras.Model(inputs=(inputs, filter_inputs), outputs=output)
+    recon_model = keras.models.load_model(args.sparse_checkpoint)
+        
+    
+    splits, dataset = load_onsd_videos(args.batch_size, input_size=(image_height, image_width), crop_size=(crop_height, crop_width), yolo_model=yolo_model, mode=args.splits, n_splits=args.n_splits)
+    positive_class = 'Positives'
+    
+#     difficult_vids = split_difficult_vids(dataset.get_difficult_vids(), args.n_splits)
+
+    train_pred_all = None
+    train_gt_all = None
+    
+    test_pred_all = None
+    test_gt_all = None
+    
+    video_pred_all = None
+    video_gt_all = None
+    
+    frame_pred_all = None
+    frame_gt_all = None
+
+    i_fold = 0
+    for train_idx, test_idx in splits:
+        with open(os.path.join(output_dir, 'test_ids.txt'), 'a+') as test_id_out:
+            test_id_out.write(str(test_idx) + '\n')
+        train_loader = copy.deepcopy(dataset)
+        train_loader.set_indicies(train_idx)
+        test_loader = copy.deepcopy(dataset)
+        if args.splits == 'all_train':
+            test_loader.set_indicies(train_idx)
+        else:
+            test_loader.set_indicies(test_idx)
+
+        train_tf = tf.data.Dataset.from_tensor_slices((train_loader.get_frames(), train_loader.get_labels(), train_loader.get_widths()))
+        test_tf = tf.data.Dataset.from_tensor_slices((test_loader.get_frames(), test_loader.get_labels(), test_loader.get_widths()))
+        
+        print('{} train videos.'.format(len(train_tf)))
+        print('{} positive videos.'.format(len(list(train_tf.filter(lambda features, label, width: label==1)))))
+        print('{} negative videos.'.format(len(list(train_tf.filter(lambda features, label, width: label==0)))))
+        print('-----------------')
+        print('{} test videos.'.format(len(test_tf)))
+        print('{} positive videos.'.format(len(list(test_tf.filter(lambda features, label, width: label==1)))))
+        print('{} negative videos.'.format(len(list(test_tf.filter(lambda features, label, width: label==0)))))
+        
+#         clf = LogisticRegression(max_iter=1000)
+#         clf = RidgeClassifier(alpha=3.0)
+        clf = MLPClassifier(hidden_layer_sizes=(16,))
+        
+        train_filter_activations = [[] for _ in range(args.num_kernels)]
+
+        for images, labels, width in tqdm(train_tf.shuffle(len(train_tf)).batch(batch_size)):
+            images = tf.expand_dims(tf.transpose(images, [0, 2, 3, 1]), axis=1)
+
+            activations = tf.stop_gradient(sparse_model([images, tf.stop_gradient(tf.expand_dims(recon_model.trainable_weights[0], axis=0))])).numpy()
+            
+            for b_idx in range(activations.shape[0]):
+                acts = np.squeeze(activations[b_idx])
+
+                for i in range(args.num_kernels):
+                    acts_for_filter = acts[:, i]
+
+                    act_sum = np.sum(acts_for_filter)
+
+                    train_filter_activations[i].append((act_sum, float(labels[b_idx])))
+                
+        test_filter_activations = [[] for _ in range(args.num_kernels)]
+                
+        for images, labels, width in tqdm(test_tf.batch(args.batch_size)):
+            images = tf.expand_dims(tf.transpose(images, [0, 2, 3, 1]), axis=1)
+
+            activations = tf.stop_gradient(sparse_model([images, tf.stop_gradient(tf.expand_dims(recon_model.trainable_weights[0], axis=0))])).numpy()
+            
+            for b_idx in range(activations.shape[0]):
+                acts = np.squeeze(activations[b_idx])
+
+                for i in range(args.num_kernels):
+                    acts_for_filter = acts[:, i]
+
+                    act_sum = np.sum(acts_for_filter)
+
+                    test_filter_activations[i].append((act_sum, float(labels[b_idx])))
+                
+        train_X = []
+        train_y = []
+
+        for i in range(len(train_filter_activations[0])):
+            x = np.array([train_filter_activations[j][i][0] for j in range(args.num_kernels)])
+            label = train_filter_activations[0][i][1]
+            
+            train_X.append(x)
+            train_y.append(label)
+
+        assert len(train_X) == len(train_y)
+        assert len(train_X) == len(train_tf)
+        
+        test_X = []
+        test_y = []
+
+        for i in range(len(test_filter_activations[0])):
+            x = np.array([test_filter_activations[j][i][0] for j in range(args.num_kernels)])
+            label = test_filter_activations[0][i][1]
+            
+            test_X.append(x)
+            test_y.append(label)
+
+        assert len(test_X) == len(test_y)
+        
+        train_X = normalize(train_X)
+        test_X = normalize(test_X)
+        
+        clf.fit(train_X, train_y)
+        
+        train_pred = clf.predict(train_X)
+        if train_pred_all is None:
+            train_pred_all = train_pred
+            train_gt_all = train_y
+        else:
+            train_pred_all = np.concatenate([train_pred_all, train_pred])
+            train_gt_all = np.concatenate([train_gt_all, train_y])
+
+        test_pred = clf.predict(test_X)
+        if test_pred_all is None:
+            test_pred_all = test_pred
+            test_gt_all = test_y
+        else:
+            test_pred_all = np.concatenate([test_pred_all, test_pred])
+            test_gt_all = np.concatenate([test_gt_all, test_y])
+            
+        if args.splits == 'leave_one_out':
+            video_gt = np.array([test_y[0]])
+            video_pred = np.array([np.round(np.average(test_pred))])
+            
+            if video_pred_all is None:
+                video_pred_all = video_pred
+                video_gt_all = video_gt
+            else:
+                video_pred_all = np.concatenate([video_pred_all, video_pred])
+                video_gt_all = np.concatenate([video_gt_all, video_gt])
+
+        sample_idx = random.sample(list(range(len(test_pred))), min([5, len(test_pred)]))
+        frame_pred = np.array([pred for idx, pred in enumerate(test_pred) if idx in sample_idx])
+        frame_gt = np.array([pred for idx, pred in enumerate(test_y) if idx in sample_idx])
+        
+        if frame_pred_all is None:
+            frame_pred_all = frame_pred
+            frame_gt_all = frame_gt
+        else:
+            frame_pred_all = np.concatenate([frame_pred_all, frame_pred])
+            frame_gt_all = np.concatenate([frame_gt_all, frame_gt])
+
+        train_acc = metrics.accuracy_score(train_pred, train_y)
+        test_acc = metrics.accuracy_score(test_pred, test_y)
+
+        print('i_fold={}, train_acc={:.2f}, test_acc={:.2f}'.format(i_fold, train_acc, test_acc))
+        
+    print('Final Predictions!')
+    
+    train_accuracy = metrics.accuracy_score(train_pred_all, train_gt_all)
+    test_accuracy = metrics.accuracy_score(test_pred_all, test_gt_all)
+    frame_accuracy = metrics.accuracy_score(frame_pred_all, frame_gt_all)
+    
+    if args.splits == 'leave_one_out':
+        video_accuracy = metrics.accuracy_score(video_pred_all, video_gt_all)
+        
+        print('train_acc={:.2f}, test_acc={:.2f}, frame_acc={:.2f}, video_acc={:.2f}'.format(train_accuracy, test_accuracy, frame_accuracy, video_accuracy))
+    else:
+        print('train_acc={:.2f}, test_acc={:.2f}, frame_acc={:.2f}'.format(train_accuracy, test_accuracy, frame_accuracy))
\ No newline at end of file
diff --git a/sparse_coding_torch/onsd/train_MLP.py b/sparse_coding_torch/onsd/train_MLP.py
new file mode 100644
index 0000000..1ad78c4
--- /dev/null
+++ b/sparse_coding_torch/onsd/train_MLP.py
@@ -0,0 +1,426 @@
+import tensorflow.keras as keras
+import tensorflow as tf
+# tf.debugging.set_log_device_placement(True)
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+from tqdm import tqdm
+import argparse
+import os
+from sparse_coding_torch.onsd.load_data import load_onsd_videos
+from sparse_coding_torch.utils import SubsetWeightedRandomSampler, get_sample_weights
+from sparse_coding_torch.sparse_model import SparseCode, ReconSparse, normalize_weights, normalize_weights_3d
+from sparse_coding_torch.onsd.classifier_model import ONSDMLP
+from sparse_coding_torch.onsd.video_loader import get_yolo_region_onsd
+import time
+import numpy as np
+from sklearn.metrics import f1_score, accuracy_score, confusion_matrix
+import random
+import pickle
+# from sparse_coding_torch.onsd.train_sparse_model import sparse_loss
+from yolov4.get_bounding_boxes import YoloModel
+import torchvision
+from sparse_coding_torch.utils import VideoGrayScaler, MinMaxScaler
+import glob
+import cv2
+import copy
+import matplotlib.pyplot as plt
+
+tf.compat.v1.logging.set_verbosity(tf.compat.v1.logging.ERROR)
+
+def calculate_onsd_scores(input_videos, labels, yolo_model, classifier_model, sparse_model, recon_model, transform, crop_width, crop_height, max_width):
+    all_predictions = []
+    
+    numerical_labels = []
+    for label in labels:
+        if label == 'Positives':
+            numerical_labels.append(1.0)
+        else:
+            numerical_labels.append(0.0)
+
+    final_list = []
+    fp_ids = []
+    fn_ids = []
+    for v_idx, f in tqdm(enumerate(input_videos)):
+        vc = torchvision.io.read_video(f)[0].permute(3, 0, 1, 2)
+        
+        all_classes = []
+        all_widths = []
+        
+        all_frames = [vc[:, i, :, :] for i in range(0, vc.size(1), 20)]
+        
+        all_yolo = [get_yolo_region_onsd(yolo_model, frame, crop_width, crop_height, False) for frame in all_frames]
+        
+        all_yolo = [yolo[0] for yolo in all_yolo if yolo is not None]
+        
+        for i in range(0, len(all_yolo), 32):
+            batch = torch.stack(all_yolo[i:i+32])
+            
+            batch = transform(batch).to(torch.float32).unsqueeze(4).numpy()
+            
+            activations = tf.stop_gradient(sparse_model([batch, tf.stop_gradient(tf.expand_dims(recon_model.trainable_weights[0], axis=0))]))
+            
+            activations = tf.squeeze(activations, axis=1)
+            activations = tf.squeeze(activations, axis=2)
+            activations = tf.math.reduce_sum(activations, axis=1)
+            
+            pred = classifier_model(activations)
+
+            pred = tf.math.round(tf.math.sigmoid(pred))
+#             width_pred = tf.math.round(width_pred * max_width)
+            
+            all_classes.append(pred)
+            
+        final_pred = np.round(np.average(np.concatenate(all_classes)))
+#         print(all_widths)
+#         average_width = np.average(np.array(all_widths))
+#         print(average_width)
+#         if average_width > 5.0:
+#             final_pred = 1
+#         else:
+#             final_pred = 0
+            
+        if final_pred != numerical_labels[v_idx]:
+            if final_pred == 0:
+                fn_ids.append(f)
+            else:
+                fp_ids.append(f)
+            
+        final_list.append(final_pred)
+        
+    return np.array(final_list), np.array(numerical_labels), fn_ids, fp_ids
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    parser.add_argument('--batch_size', default=128, type=int)
+    parser.add_argument('--kernel_width', default=150, type=int)
+    parser.add_argument('--kernel_height', default=10, type=int)
+    parser.add_argument('--kernel_depth', default=1, type=int)
+    parser.add_argument('--num_kernels', default=16, type=int)
+    parser.add_argument('--stride', default=1, type=int)
+    parser.add_argument('--max_activation_iter', default=300, type=int)
+    parser.add_argument('--activation_lr', default=1e-2, type=float)
+    parser.add_argument('--lr', default=5e-2, type=float)
+    parser.add_argument('--epochs', default=15, type=int)
+    parser.add_argument('--lam', default=0.05, type=float)
+    parser.add_argument('--output_dir', default='./output', type=str)
+    parser.add_argument('--sparse_checkpoint', default=None, type=str)
+    parser.add_argument('--checkpoint', default=None, type=str)
+    parser.add_argument('--splits', default=None, type=str, help='k_fold or leave_one_out or all_train or custom')
+    parser.add_argument('--seed', default=26, type=int)
+    parser.add_argument('--train', action='store_true')
+    parser.add_argument('--n_splits', default=5, type=int)
+    parser.add_argument('--save_train_test_splits', action='store_true')
+    parser.add_argument('--balance_classes', action='store_true')
+    parser.add_argument('--dataset', default='onsd', type=str)
+    parser.add_argument('--crop_height', type=int, default=100)
+    parser.add_argument('--crop_width', type=int, default=300)
+    parser.add_argument('--scale_factor', type=int, default=2)
+    parser.add_argument('--clip_depth', type=int, default=1)
+    parser.add_argument('--frames_to_skip', type=int, default=1)
+    
+    args = parser.parse_args()
+    
+    crop_height = args.crop_height
+    crop_width = args.crop_width
+
+    image_height = int(crop_height / args.scale_factor)
+    image_width = int(crop_width / args.scale_factor)
+    clip_depth = args.clip_depth
+
+    batch_size = args.batch_size
+    
+    random.seed(args.seed)
+    np.random.seed(args.seed)
+    torch.manual_seed(args.seed)
+    tf.random.set_seed(args.seed)
+    
+    output_dir = args.output_dir
+    if not os.path.exists(output_dir):
+        os.makedirs(output_dir)
+        
+    with open(os.path.join(output_dir, 'arguments.txt'), 'w+') as out_f:
+        out_f.write(str(args))
+    
+    yolo_model = YoloModel(args.dataset)
+
+    all_errors = []
+    
+    inputs = keras.Input(shape=(clip_depth, image_height, image_width, 1))
+        
+    filter_inputs = keras.Input(shape=(clip_depth, args.kernel_height, args.kernel_width, 1, args.num_kernels), dtype='float32')
+
+    output = SparseCode(batch_size=args.batch_size, image_height=image_height, image_width=image_width, clip_depth=clip_depth, in_channels=1, out_channels=args.num_kernels, kernel_height=args.kernel_height, kernel_width=args.kernel_width, kernel_depth=args.kernel_depth, stride=args.stride, lam=args.lam, activation_lr=args.activation_lr, max_activation_iter=args.max_activation_iter, run_2d=False)(inputs, filter_inputs)
+
+    sparse_model = keras.Model(inputs=(inputs, filter_inputs), outputs=output)
+    recon_model = keras.models.load_model(args.sparse_checkpoint)
+    
+    data_augmentation = keras.Sequential([
+#         keras.layers.RandomFlip('horizontal'),
+# #         keras.layers.RandomFlip('vertical'),
+#         keras.layers.RandomRotation(5),
+#         keras.layers.RandomBrightness(0.1)
+    ])
+        
+    
+    splits, dataset = load_onsd_videos(args.batch_size, input_size=(image_height, image_width), crop_size=(crop_height, crop_width), yolo_model=yolo_model, mode=args.splits, n_splits=args.n_splits)
+    positive_class = 'Positives'
+    
+#     difficult_vids = split_difficult_vids(dataset.get_difficult_vids(), args.n_splits)
+
+    print('Processing frames...')
+    sparse_codes = []
+    frames = dataset.get_frames()
+    for i in tqdm(range(0, len(frames), 32)):
+        frame = tf.stack(frames[i:i+32])
+        frame = tf.expand_dims(data_augmentation(tf.transpose(frame, [0, 2, 3, 1])), axis=1)
+
+        activations = tf.stop_gradient(sparse_model([frame, tf.stop_gradient(tf.expand_dims(recon_model.trainable_weights[0], axis=0))])).numpy()
+
+        activations = tf.squeeze(activations, axis=1)
+        activations = tf.squeeze(activations, axis=2)
+        activations = tf.math.reduce_sum(activations, axis=1)
+        
+        for act in activations:
+            sparse_codes.append(act)
+
+    assert len(sparse_codes) == len(frames)
+
+    video_true = []
+    video_pred = []
+    video_fn = []
+    video_fp = []
+    
+    train_frame_true = []
+    train_frame_pred = []
+    
+    test_frame_true = []
+    test_frame_pred = []
+    
+    with open(os.path.join(output_dir, 'test_ids.txt'),'w') as f:
+        pass
+
+    i_fold = 0
+    for train_idx, test_idx in splits:
+        with open(os.path.join(output_dir, 'test_ids.txt'), 'a+') as test_id_out:
+            test_id_out.write(str(test_idx) + '\n')
+        train_loader = copy.deepcopy(dataset)
+        train_loader.set_indicies(train_idx)
+        test_loader = copy.deepcopy(dataset)
+        if args.splits == 'all_train':
+            test_loader.set_indicies(train_idx)
+        else:
+            test_loader.set_indicies(test_idx)
+            
+        train_sparse_codes = [sc for i, sc in enumerate(sparse_codes) if i in train_idx]
+        test_sparse_codes = [sc for i, sc in enumerate(sparse_codes) if i in test_idx]
+
+        train_tf = tf.data.Dataset.from_tensor_slices((train_sparse_codes, train_loader.get_labels(), train_loader.get_widths()))
+        test_tf = tf.data.Dataset.from_tensor_slices((test_sparse_codes, test_loader.get_labels(), test_loader.get_widths()))
+        
+        print('{} train videos.'.format(len(train_tf)))
+        print('{} positive videos.'.format(len(list(train_tf.filter(lambda features, label, width: label==1)))))
+        print('{} negative videos.'.format(len(list(train_tf.filter(lambda features, label, width: label==0)))))
+        print('-----------------')
+        print('{} test videos.'.format(len(test_tf)))
+        print('{} positive videos.'.format(len(list(test_tf.filter(lambda features, label, width: label==1)))))
+        print('{} negative videos.'.format(len(list(test_tf.filter(lambda features, label, width: label==0)))))
+        
+
+#         negative_ds = (
+#           train_tf
+#             .filter(lambda features, label, width: label==0)
+#             .repeat())
+#         positive_ds = (
+#           train_tf
+#             .filter(lambda features, label, width: label==1)
+#             .repeat())
+        
+#         balanced_ds = tf.data.Dataset.sample_from_datasets(
+#             [negative_ds, positive_ds], [0.5, 0.5])
+        
+        if args.checkpoint:
+            classifier_model = keras.models.load_model(args.checkpoint)
+        else:
+            classifier_inputs = keras.Input(shape=(args.num_kernels))
+            classifier_outputs = ONSDMLP()(classifier_inputs)
+
+            classifier_model = keras.Model(inputs=classifier_inputs, outputs=classifier_outputs)
+
+        prediction_optimizer = keras.optimizers.Adam(learning_rate=args.lr)
+
+        best_so_far = float('inf')
+
+        class_criterion = keras.losses.BinaryCrossentropy(from_logits=True, reduction=keras.losses.Reduction.SUM)
+#         width_criterion = keras.losses.MeanSquaredError(reduction=keras.losses.Reduction.SUM)
+
+        train_losses = []
+        test_losses = []
+        
+        train_accuracies = []
+        test_accuracies = []
+        
+#         train_mse = []
+#         test_mse = []
+        if args.train:
+            for epoch in range(args.epochs):
+                epoch_loss = 0
+                t1 = time.perf_counter()
+
+#                 for images, labels, width in tqdm(balanced_ds.shuffle(len(train_tf)).batch(args.batch_size)):
+#                 for images, labels, width in tqdm(balanced_ds.take(len(train_tf)).shuffle(len(train_tf)).batch(args.batch_size)):
+                classifier_model.do_dropout = True
+                for activations, labels, width in train_tf.shuffle(len(train_tf)).batch(args.batch_size):
+                    with tf.GradientTape() as tape:
+                        class_pred = classifier_model(activations)
+                        class_loss = class_criterion(labels, class_pred)
+#                         width_loss = width_criterion(width, width_pred * width_mask)
+                        loss = class_loss
+
+                    epoch_loss += loss * activations.shape[0]
+
+                    gradients = tape.gradient(loss, classifier_model.trainable_weights)
+
+                    prediction_optimizer.apply_gradients(zip(gradients, classifier_model.trainable_weights))
+
+                t2 = time.perf_counter()
+                
+                if epoch_loss < best_so_far:
+                    print("found better model")
+                    # Save model parameters
+                    classifier_model.save(os.path.join(output_dir, "best_classifier_{}.pt".format(i_fold)))
+#                     recon_model.save(os.path.join(output_dir, "best_sparse_model_{}.pt".format(i_fold)))
+#                     pickle.dump(prediction_optimizer.get_weights(), open(os.path.join(output_dir, 'optimizer_{}.pt'.format(i_fold)), 'wb+'))
+                    best_so_far = epoch_loss
+    
+            classifier_model = keras.models.load_model(os.path.join(output_dir, "best_classifier_{}.pt".format(i_fold)))
+        
+        y_true_train = None
+        y_pred_train = None
+        
+        y_true_test = None
+        y_pred_test = None
+
+        classifier_model.do_dropout = False
+        for activations, labels, width in train_tf.batch(args.batch_size):
+            pred = classifier_model(activations)
+
+            if y_true_train is None:
+                y_true_train = labels
+                y_pred_train = tf.math.round(tf.math.sigmoid(pred))
+            else:
+                y_true_train = tf.concat((y_true_train, labels), axis=0)
+                y_pred_train = tf.concat((y_pred_train, tf.math.round(tf.math.sigmoid(pred))), axis=0)
+
+        for activations, labels, width in test_tf.batch(args.batch_size):
+            pred = classifier_model(activations)
+
+            if y_true_test is None:
+                y_true_test = labels
+                y_pred_test = tf.math.round(tf.math.sigmoid(pred))
+            else:
+                y_true_test = tf.concat((y_true_test, labels), axis=0)
+                y_pred_test = tf.concat((y_pred_test, tf.math.round(tf.math.sigmoid(pred))), axis=0)
+
+        t2 = time.perf_counter()
+
+        y_true_test = tf.cast(y_true_test, tf.int32)
+        y_pred_test = tf.cast(y_pred_test, tf.int32)
+
+        y_true_train = tf.cast(y_true_train, tf.int32)
+        y_pred_train = tf.cast(y_pred_train, tf.int32)
+        
+        train_frame_true.append(y_true_train)
+        train_frame_pred.append(y_pred_train)
+        
+        test_frame_true.append(y_true_test)
+        test_frame_pred.append(y_pred_test)
+
+        f1 = f1_score(y_true_test, y_pred_test, average='macro')
+        accuracy = accuracy_score(y_true_test, y_pred_test)
+
+        train_accuracy = accuracy_score(y_true_train, y_pred_train)
+
+#                 test_mae = keras.losses.MeanAbsoluteError()(width_gt, width_p)
+        test_mae = 0.0
+
+        train_accuracies.append(train_accuracy)
+        test_accuracies.append(accuracy)
+
+        pred_dict = {}
+        gt_dict = {}
+
+        t1 = time.perf_counter()
+        transform = torchvision.transforms.Compose(
+        [torchvision.transforms.Grayscale(1),
+         MinMaxScaler(0, 255),
+         torchvision.transforms.Resize((image_height, image_width))
+        ])
+
+        test_videos = list(test_loader.get_all_videos())# + [v[1] for v in difficult_vids[i_fold]]
+
+        test_labels = [vid_f.split('/')[-3] for vid_f in test_videos]
+
+        classifier_model.do_dropout = False
+        y_pred, y_true, fn, fp = calculate_onsd_scores(test_videos, test_labels, yolo_model, classifier_model, sparse_model, recon_model, transform, image_width, image_height, 0)
+            
+        t2 = time.perf_counter()
+
+        print('i_fold={}, time={:.2f}'.format(i_fold, t2-t1))
+
+        y_true = tf.cast(y_true, tf.int32)
+        y_pred = tf.cast(y_pred, tf.int32)
+
+        f1 = f1_score(y_true, y_pred, average='macro')
+        accuracy = accuracy_score(y_true, y_pred)
+
+        video_fn.extend(fn)
+        video_fp.extend(fp)
+
+        video_true.extend(y_true)
+        video_pred.extend(y_pred)
+
+        print("Test f1={:.2f}, vid_acc={:.2f}".format(f1, accuracy))
+
+        print(confusion_matrix(y_true, y_pred))
+        
+#         plt.clf()
+#         plt.figure()
+        
+#         plt.subplot(211)
+#         plt.plot(range(len(train_losses)), train_losses)
+#         plt.plot(range(len(test_losses)), test_losses)
+        
+#         plt.subplot(212)
+#         plt.plot(range(len(train_accuracies)), train_accuracies)
+#         plt.plot(range(len(test_accuracies)), test_accuracies)
+#         plt.savefig(os.path.join(args.output_dir, 'loss_acc_graph_{}.png'.format(i_fold)))
+            
+        i_fold += 1
+        
+    fp_fn_file = os.path.join(args.output_dir, 'fp_fn.txt')
+    with open(fp_fn_file, 'w+') as in_f:
+        in_f.write('FP:\n')
+        in_f.write(str(video_fp) + '\n\n')
+        in_f.write('FN:\n')
+        in_f.write(str(video_fn) + '\n\n')
+        
+    video_true = np.array(video_true)
+    video_pred = np.array(video_pred)
+            
+    final_f1 = f1_score(video_true, video_pred, average='macro')
+    final_acc = accuracy_score(video_true, video_pred)
+    final_conf = confusion_matrix(video_true, video_pred)
+    
+    train_frame_true = np.concatenate(train_frame_true)
+    train_frame_pred = np.concatenate(train_frame_pred)
+    
+    test_frame_true = np.concatenate(test_frame_true)
+    test_frame_pred = np.concatenate(test_frame_pred)
+    
+    train_frame_acc = accuracy_score(train_frame_true, train_frame_pred)
+    test_frame_acc = accuracy_score(test_frame_true, test_frame_pred)
+            
+    print("Final video accuracy={:.2f}, video f1={:.2f}, frame train accuracy={:.2f}, frame test accuracy={:.2f}".format(final_acc, final_f1, train_frame_acc, test_frame_acc))
+    print(final_conf)
+
diff --git a/sparse_coding_torch/onsd/train_classifier.py b/sparse_coding_torch/onsd/train_classifier.py
index 54cc517..f8f3904 100644
--- a/sparse_coding_torch/onsd/train_classifier.py
+++ b/sparse_coding_torch/onsd/train_classifier.py
@@ -24,6 +24,7 @@ from sparse_coding_torch.utils import VideoGrayScaler, MinMaxScaler
 import glob
 import cv2
 import copy
+import matplotlib.pyplot as plt
 
 tf.compat.v1.logging.set_verbosity(tf.compat.v1.logging.ERROR)
 
@@ -69,6 +70,8 @@ def calculate_onsd_scores_measured(input_videos, yolo_model, classifier_model, s
 #         print(frame.size())
 
         frame = get_yolo_region_onsd(yolo_model, frame, crop_width, crop_height, False)
+        if not frame:
+            continue
         
 #         print(frame)
 
@@ -82,7 +85,7 @@ def calculate_onsd_scores_measured(input_videos, yolo_model, classifier_model, s
 
 #             print(tf.math.reduce_sum(activations))
 
-        pred = classifier_model(activations)
+        pred, _ = classifier_model(activations)
 
         final_pred = float(tf.math.round(tf.math.sigmoid(pred)))
 
@@ -99,7 +102,67 @@ def calculate_onsd_scores_measured(input_videos, yolo_model, classifier_model, s
             
     return np.array(all_preds), np.array(all_gt), fn, fp
 
-def calculate_onsd_scores(input_videos, labels, yolo_model, classifier_model, sparse_model, recon_model, transform, crop_width, crop_height):
+def calculate_onsd_scores(input_videos, labels, yolo_model, classifier_model, sparse_model, recon_model, transform, crop_width, crop_height, max_width):
+    all_predictions = []
+    
+    numerical_labels = []
+    for label in labels:
+        if label == 'Positives':
+            numerical_labels.append(1.0)
+        else:
+            numerical_labels.append(0.0)
+
+    final_list = []
+    fp_ids = []
+    fn_ids = []
+    for v_idx, f in tqdm(enumerate(input_videos)):
+        vc = torchvision.io.read_video(f)[0].permute(3, 0, 1, 2)
+        
+        all_classes = []
+        all_widths = []
+    
+        for i in range(0, vc.size(1), 20):
+            frame = vc[:, i, :, :]
+                
+            nerve = get_yolo_region_onsd(yolo_model, frame, crop_width, crop_height, False)
+            
+            if not nerve:
+                continue
+
+            nerve = nerve[0]
+
+            nerve = transform(nerve).to(torch.float32).unsqueeze(3).unsqueeze(1).numpy()
+            
+            activations = tf.stop_gradient(sparse_model([nerve, tf.stop_gradient(tf.expand_dims(recon_model.trainable_weights[0], axis=0))]))
+
+            pred = classifier_model(activations)
+
+            pred = float(tf.math.round(tf.math.sigmoid(pred)))
+#             width_pred = tf.math.round(width_pred * max_width)
+            
+            all_classes.append(pred)
+#             all_widths.append(width_pred)
+            
+        final_pred = np.round(np.average(np.array(all_classes)))
+#         print(all_widths)
+#         average_width = np.average(np.array(all_widths))
+#         print(average_width)
+#         if average_width > 5.0:
+#             final_pred = 1
+#         else:
+#             final_pred = 0
+            
+        if final_pred != numerical_labels[v_idx]:
+            if final_pred == 0:
+                fn_ids.append(f)
+            else:
+                fp_ids.append(f)
+            
+        final_list.append(final_pred)
+        
+    return np.array(final_list), np.array(numerical_labels), fn_ids, fp_ids
+
+def calculate_onsd_scores_frame_classifier(input_videos, labels, yolo_model, classifier_model, sparse_model, recon_model, transform, crop_width, crop_height, max):
     good_frame_model = keras.models.load_model('sparse_coding_torch/onsd/valid_frame_model_2/best_classifier.pt/')
     
     resize = torchvision.transforms.Compose(
@@ -172,7 +235,8 @@ def calculate_onsd_scores(input_videos, labels, yolo_model, classifier_model, sp
 if __name__ == "__main__":
     parser = argparse.ArgumentParser()
     parser.add_argument('--batch_size', default=32, type=int)
-    parser.add_argument('--kernel_size', default=15, type=int)
+    parser.add_argument('--kernel_height', default=15, type=int)
+    parser.add_argument('--kernel_width', default=15, type=int)
     parser.add_argument('--kernel_depth', default=1, type=int)
     parser.add_argument('--num_kernels', default=32, type=int)
     parser.add_argument('--stride', default=1, type=int)
@@ -184,7 +248,7 @@ if __name__ == "__main__":
     parser.add_argument('--output_dir', default='./output', type=str)
     parser.add_argument('--sparse_checkpoint', default=None, type=str)
     parser.add_argument('--checkpoint', default=None, type=str)
-    parser.add_argument('--splits', default=None, type=str, help='k_fold or leave_one_out or all_train')
+    parser.add_argument('--splits', default=None, type=str, help='k_fold or leave_one_out or all_train or custom')
     parser.add_argument('--seed', default=26, type=int)
     parser.add_argument('--train', action='store_true')
     parser.add_argument('--num_positives', default=100, type=int)
@@ -199,7 +263,7 @@ if __name__ == "__main__":
     parser.add_argument('--crop_height', type=int, default=200)
     parser.add_argument('--crop_width', type=int, default=200)
     parser.add_argument('--scale_factor', type=int, default=1)
-    parser.add_argument('--clip_depth', type=int, default=5)
+    parser.add_argument('--clip_depth', type=int, default=1)
     parser.add_argument('--frames_to_skip', type=int, default=1)
     
     args = parser.parse_args()
@@ -235,19 +299,19 @@ if __name__ == "__main__":
     else:
         inputs = keras.Input(shape=(clip_depth, image_height, image_width, 1))
         
-    filter_inputs = keras.Input(shape=(clip_depth, args.kernel_size, args.kernel_size, 1, args.num_kernels), dtype='float32')
+    filter_inputs = keras.Input(shape=(clip_depth, args.kernel_height, args.kernel_width, 1, args.num_kernels), dtype='float32')
 
-    output = SparseCode(batch_size=args.batch_size, image_height=image_height, image_width=image_width, clip_depth=clip_depth, in_channels=1, out_channels=args.num_kernels, kernel_size=args.kernel_size, kernel_depth=args.kernel_depth, stride=args.stride, lam=args.lam, activation_lr=args.activation_lr, max_activation_iter=args.max_activation_iter, run_2d=args.run_2d)(inputs, filter_inputs)
+    output = SparseCode(batch_size=args.batch_size, image_height=image_height, image_width=image_width, clip_depth=clip_depth, in_channels=1, out_channels=args.num_kernels, kernel_height=args.kernel_height, kernel_width=args.kernel_width, kernel_depth=args.kernel_depth, stride=args.stride, lam=args.lam, activation_lr=args.activation_lr, max_activation_iter=args.max_activation_iter, run_2d=args.run_2d)(inputs, filter_inputs)
 
     sparse_model = keras.Model(inputs=(inputs, filter_inputs), outputs=output)
     recon_model = keras.models.load_model(args.sparse_checkpoint)
     
-#     data_augmentation = keras.Sequential([
-# #         keras.layers.RandomFlip('horizontal'),
-# # #         keras.layers.RandomFlip('vertical'),
-# #         keras.layers.RandomRotation(5),
-# #         keras.layers.RandomBrightness(0.1)
-#     ])
+    data_augmentation = keras.Sequential([
+#         keras.layers.RandomFlip('horizontal'),
+# #         keras.layers.RandomFlip('vertical'),
+#         keras.layers.RandomRotation(5),
+#         keras.layers.RandomBrightness(0.1)
+    ])
 #     transforms = torchvision.transforms.Compose(
 #     [torchvision.transforms.RandomAffine(scale=)
 #     ])
@@ -256,7 +320,7 @@ if __name__ == "__main__":
     splits, dataset = load_onsd_videos(args.batch_size, input_size=(image_height, image_width), crop_size=(crop_height, crop_width), yolo_model=yolo_model, mode=args.splits, n_splits=args.n_splits)
     positive_class = 'Positives'
     
-    difficult_vids = split_difficult_vids(dataset.get_difficult_vids(), args.n_splits)
+#     difficult_vids = split_difficult_vids(dataset.get_difficult_vids(), args.n_splits)
 
     overall_true = []
     overall_pred = []
@@ -281,29 +345,26 @@ if __name__ == "__main__":
         train_tf = tf.data.Dataset.from_tensor_slices((train_loader.get_frames(), train_loader.get_labels(), train_loader.get_widths()))
         test_tf = tf.data.Dataset.from_tensor_slices((test_loader.get_frames(), test_loader.get_labels(), test_loader.get_widths()))
         
-
-        negative_ds = (
-          train_tf
-            .filter(lambda features, label, width: label==0)
-            .repeat())
-        positive_ds = (
-          train_tf
-            .filter(lambda features, label, width: label==1)
-            .repeat())
+        print('{} train videos.'.format(len(train_tf)))
+        print('{} positive videos.'.format(len(list(train_tf.filter(lambda features, label, width: label==1)))))
+        print('{} negative videos.'.format(len(list(train_tf.filter(lambda features, label, width: label==0)))))
+        print('-----------------')
+        print('{} test videos.'.format(len(test_tf)))
+        print('{} positive videos.'.format(len(list(test_tf.filter(lambda features, label, width: label==1)))))
+        print('{} negative videos.'.format(len(list(test_tf.filter(lambda features, label, width: label==0)))))
         
-        balanced_ds = tf.data.Dataset.sample_from_datasets(
-            [negative_ds, positive_ds], [0.5, 0.5])
+
+#         negative_ds = (
+#           train_tf
+#             .filter(lambda features, label, width: label==0)
+#             .repeat())
+#         positive_ds = (
+#           train_tf
+#             .filter(lambda features, label, width: label==1)
+#             .repeat())
         
-#         if test_idx is not None:
-#             test_sampler = torch.utils.data.SubsetRandomSampler(test_idx)
-#             test_loader = torch.utils.data.DataLoader(dataset, batch_size=batch_size,
-#                                                    sampler=test_sampler)
-            
-# #             with open(os.path.join(args.output_dir, 'test_videos_{}.txt'.format(i_fold)), 'w+') as test_videos_out:
-# #                 test_set = set([x for tup in test_loader for x in tup[2]])
-# #                 test_videos_out.writelines(test_set)
-#         else:
-#             test_loader = None
+#         balanced_ds = tf.data.Dataset.sample_from_datasets(
+#             [negative_ds, positive_ds], [0.5, 0.5])
         
         if args.checkpoint:
             classifier_model = keras.models.load_model(args.checkpoint)
@@ -322,6 +383,14 @@ if __name__ == "__main__":
         width_criterion = keras.losses.MeanSquaredError(reduction=keras.losses.Reduction.SUM)
 
 
+        train_losses = []
+        test_losses = []
+        
+        train_accuracies = []
+        test_accuracies = []
+        
+#         train_mse = []
+#         test_mse = []
         if args.train:
             for epoch in range(args.epochs):
                 epoch_loss = 0
@@ -331,13 +400,12 @@ if __name__ == "__main__":
                 y_pred_train = None
 
 #                 for images, labels, width in tqdm(balanced_ds.shuffle(len(train_tf)).batch(args.batch_size)):
-                for images, labels, width in tqdm(balanced_ds.take(len(train_tf)).shuffle(len(train_tf)).batch(args.batch_size)):
-                    images = tf.expand_dims(tf.transpose(images, [0, 2, 3, 1]), axis=1)
-                    width -= 0.5
+#                 for images, labels, width in tqdm(balanced_ds.take(len(train_tf)).shuffle(len(train_tf)).batch(args.batch_size)):
+                classifier_model.do_dropout = True
+                for images, labels, width in tqdm(train_tf.shuffle(len(train_tf)).batch(args.batch_size)):
+                    images = tf.expand_dims(data_augmentation(tf.transpose(images, [0, 2, 3, 1])), axis=1)
 
-#                     torch_labels = np.zeros(len(labels))
-#                     torch_labels[[i for i in range(len(labels)) if labels[i] == positive_class]] = 1
-#                     torch_labels = np.expand_dims(torch_labels, axis=1)
+                    width_mask = tf.cast(tf.math.ceil(width), tf.float32)
 
                     if args.train_sparse:
                         with tf.GradientTape() as tape:
@@ -351,8 +419,8 @@ if __name__ == "__main__":
                         with tf.GradientTape() as tape:
                             class_pred = classifier_model(activations)
                             class_loss = class_criterion(labels, class_pred)
-#                             width_loss = width_criterion(width, width_pred)
-                            loss = class_loss
+#                             width_loss = width_criterion(width, width_pred * width_mask)
+                            loss = class_loss# + width_loss
 
                     epoch_loss += loss * images.shape[0]
 
@@ -387,20 +455,22 @@ if __name__ == "__main__":
                 y_pred = None
                 test_loss = 0.0
                 test_width_loss = 0.0
+                width_p = []
+                width_gt = []
                 
 #                 eval_loader = test_tf
 #                 if args.splits == 'all_train':
 #                     eval_loader = train_tf
+                classifier_model.do_dropout = False
                 for images, labels, width in tqdm(test_tf.batch(args.batch_size)):
                     images = tf.expand_dims(tf.transpose(images, [0, 2, 3, 1]), axis=1)
-                    width -= 0.5
                 
                     activations = tf.stop_gradient(sparse_model([images, tf.stop_gradient(tf.expand_dims(recon_model.trainable_weights[0], axis=0))]))
 
                     pred = classifier_model(activations)
                     class_loss = class_criterion(labels, pred)
 #                     width_loss = width_criterion(width, width_pred)
-                    test_loss += class_loss * images.shape[0]
+                    test_loss += (class_loss) * images.shape[0]
 
 #                     test_loss += (class_loss + width_loss) * images.shape[0]
 #                     test_width_loss += width_loss * images.shape[0]
@@ -411,11 +481,21 @@ if __name__ == "__main__":
                     else:
                         y_true = tf.concat((y_true, labels), axis=0)
                         y_pred = tf.concat((y_pred, tf.math.round(tf.math.sigmoid(pred))), axis=0)
+                        
+                    for p, g in zip(width_pred, width):
+                        if g == 0:
+                            continue
+                        width_p.append(p * dataset.max_width)
+                        width_gt.append(g * dataset.max_width)
 
                 t2 = time.perf_counter()
 
                 y_true = tf.cast(y_true, tf.int32)
                 y_pred = tf.cast(y_pred, tf.int32)
+                
+#                 print(tf.math.count_nonzero(y_true))
+#                 print(y_true.shape)
+#                 raise Exception
 
                 y_true_train = tf.cast(y_true_train, tf.int32)
                 y_pred_train = tf.cast(y_pred_train, tf.int32)
@@ -424,9 +504,17 @@ if __name__ == "__main__":
                 accuracy = accuracy_score(y_true, y_pred)
 
                 train_accuracy = accuracy_score(y_true_train, y_pred_train)
+                
+                test_mae = keras.losses.MeanAbsoluteError()(width_gt, width_p)
+#                 test_mae = 0.0
+                
+                train_losses.append(epoch_loss)
+                test_losses.append(test_loss)
+                train_accuracies.append(train_accuracy)
+                test_accuracies.append(accuracy)
 
-#                 print('epoch={}, i_fold={}, time={:.2f}, train_loss={:.2f}, test_loss={:.2f}, test_width_loss={:.2f}, train_acc={:.2f}, test_f1={:.2f}, test_acc={:.2f}'.format(epoch, i_fold, t2-t1, epoch_loss, test_loss, test_width_loss, train_accuracy, f1, accuracy))
-                print('epoch={}, i_fold={}, time={:.2f}, train_loss={:.2f}, test_loss={:.2f}, train_acc={:.2f}, test_f1={:.2f}, test_acc={:.2f}'.format(epoch, i_fold, t2-t1, epoch_loss, test_loss, train_accuracy, f1, accuracy))
+                print('epoch={}, i_fold={}, time={:.2f}, train_loss={:.2f}, test_loss={:.2f}, test_width_loss={:.2f}, train_acc={:.2f}, test_f1={:.2f}, test_acc={:.2f}, test_mae={:.2f}'.format(epoch, i_fold, t2-t1, epoch_loss, test_loss, test_width_loss, train_accuracy, f1, accuracy, test_mae))
+#                 print('epoch={}, i_fold={}, time={:.2f}, train_loss={:.2f}, test_loss={:.2f}, train_acc={:.2f}, test_f1={:.2f}, test_acc={:.2f}, test_mae={:.2f}'.format(epoch, i_fold, t2-t1, epoch_loss, test_loss, train_accuracy, f1, accuracy, test_mae))
     #             print(epoch_loss)
                 if epoch_loss < best_so_far:
                     print("found better model")
@@ -439,7 +527,7 @@ if __name__ == "__main__":
             classifier_model = keras.models.load_model(os.path.join(output_dir, "best_classifier_{}.pt".format(i_fold)))
 #             recon_model = keras.models.load_model(os.path.join(output_dir, 'best_sparse_model_{}.pt'.format(i_fold)))
 
-        epoch_loss = 0
+#         epoch_loss = 0
 
         y_true = None
         y_pred = None
@@ -454,12 +542,13 @@ if __name__ == "__main__":
          torchvision.transforms.Resize((image_height, image_width))
         ])
 
-        test_videos = list(test_loader.get_all_videos()) + [v[1] for v in difficult_vids[i_fold]]
+        test_videos = list(test_loader.get_all_videos())# + [v[1] for v in difficult_vids[i_fold]]
 
         test_labels = [vid_f.split('/')[-3] for vid_f in test_videos]
 
-#         y_pred, y_true, fn, fp = calculate_onsd_scores(test_videos, test_labels, yolo_model, classifier_model, sparse_model, recon_model, transform, image_width, image_height)
-        y_pred, y_true, fn, fp = calculate_onsd_scores_measured(test_videos, yolo_model, classifier_model, sparse_model, recon_model, transform, crop_width, crop_height)
+        classifier_model.do_dropout = False
+        y_pred, y_true, fn, fp = calculate_onsd_scores(test_videos, test_labels, yolo_model, classifier_model, sparse_model, recon_model, transform, image_width, image_height, dataset.max_width)
+#         y_pred, y_true, fn, fp = calculate_onsd_scores_measured(test_videos, yolo_model, classifier_model, sparse_model, recon_model, transform, crop_width, crop_height)
             
         t2 = time.perf_counter()
 
@@ -480,6 +569,18 @@ if __name__ == "__main__":
         print("Test f1={:.2f}, vid_acc={:.2f}".format(f1, accuracy))
 
         print(confusion_matrix(y_true, y_pred))
+        
+        plt.clf()
+        plt.figure()
+        
+        plt.subplot(211)
+        plt.plot(range(len(train_losses)), train_losses)
+        plt.plot(range(len(test_losses)), test_losses)
+        
+        plt.subplot(212)
+        plt.plot(range(len(train_accuracies)), train_accuracies)
+        plt.plot(range(len(test_accuracies)), test_accuracies)
+        plt.savefig(os.path.join(args.output_dir, 'loss_acc_graph_{}.png'.format(i_fold)))
             
         i_fold += 1
 
diff --git a/sparse_coding_torch/onsd/train_regression_model.py b/sparse_coding_torch/onsd/train_regression_model.py
new file mode 100644
index 0000000..34963a0
--- /dev/null
+++ b/sparse_coding_torch/onsd/train_regression_model.py
@@ -0,0 +1,164 @@
+import tensorflow.keras as keras
+import tensorflow as tf
+# tf.debugging.set_log_device_placement(True)
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+from tqdm import tqdm
+import argparse
+import os
+from sparse_coding_torch.onsd.load_data import load_onsd_videos, load_onsd_regression
+from sparse_coding_torch.utils import SubsetWeightedRandomSampler, get_sample_weights
+from sparse_coding_torch.sparse_model import SparseCode, ReconSparse, normalize_weights, normalize_weights_3d
+from sparse_coding_torch.onsd.classifier_model import ONSDRegression
+from sparse_coding_torch.onsd.video_loader import get_yolo_region_onsd
+import time
+import numpy as np
+from sklearn.metrics import f1_score, accuracy_score, confusion_matrix
+import random
+import pickle
+# from sparse_coding_torch.onsd.train_sparse_model import sparse_loss
+from yolov4.get_bounding_boxes import YoloModel
+import torchvision
+from sparse_coding_torch.utils import VideoGrayScaler, MinMaxScaler
+import glob
+import cv2
+import copy
+from tensorflow_addons.image import gaussian_filter2d
+
+tf.compat.v1.logging.set_verbosity(tf.compat.v1.logging.ERROR)
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    parser.add_argument('--batch_size', default=12, type=int)
+    parser.add_argument('--kernel_size', default=15, type=int)
+    parser.add_argument('--kernel_depth', default=1, type=int)
+    parser.add_argument('--num_kernels', default=32, type=int)
+    parser.add_argument('--stride', default=2, type=int)
+    parser.add_argument('--max_activation_iter', default=150, type=int)
+    parser.add_argument('--activation_lr', default=1e-2, type=float)
+    parser.add_argument('--lam', default=0.05, type=float)
+    parser.add_argument('--lr', default=5e-4, type=float)
+    parser.add_argument('--epochs', default=40, type=int)
+    parser.add_argument('--sparse_checkpoint', default='sparse_coding_torch/output/onsd_frame_level_32/best_sparse.pt/', type=str)
+    parser.add_argument('--output_dir', default='./output', type=str)
+    parser.add_argument('--seed', default=26, type=int)
+    parser.add_argument('--dataset', default='onsd', type=str)
+    
+    args = parser.parse_args()
+
+    image_height = 100
+    image_width = 100
+    clip_depth = 1
+
+    batch_size = args.batch_size
+    
+    random.seed(args.seed)
+    np.random.seed(args.seed)
+    torch.manual_seed(args.seed)
+    
+    output_dir = args.output_dir
+    if not os.path.exists(output_dir):
+        os.makedirs(output_dir)
+        
+    with open(os.path.join(output_dir, 'arguments.txt'), 'w+') as out_f:
+        out_f.write(str(args))
+    
+    yolo_model = YoloModel(args.dataset)
+#     yolo_model = None
+
+#     all_errors = []
+    
+    data_augmentation = keras.Sequential([
+        keras.layers.RandomFlip('horizontal'),
+        keras.layers.RandomRotation(5),
+        keras.layers.RandomBrightness(0.1)
+    ])
+    
+    inputs = keras.Input(shape=(clip_depth, image_height, image_width, 1))
+        
+    filter_inputs = keras.Input(shape=(clip_depth, args.kernel_size, args.kernel_size, 1, args.num_kernels), dtype='float32')
+
+    output = SparseCode(batch_size=args.batch_size, image_height=image_height, image_width=image_width, clip_depth=clip_depth, in_channels=1, out_channels=args.num_kernels, kernel_size=args.kernel_size, kernel_depth=args.kernel_depth, stride=args.stride, lam=args.lam, activation_lr=args.activation_lr, max_activation_iter=args.max_activation_iter, run_2d=False)(inputs, filter_inputs)
+
+    sparse_model = keras.Model(inputs=(inputs, filter_inputs), outputs=output)
+    recon_model = keras.models.load_model(args.sparse_checkpoint)
+        
+    
+    splits, dataset = load_onsd_regression(args.batch_size, input_size=(image_height, image_width), yolo_model=yolo_model, mode='balanced')
+    positive_class = 'Positives'
+    
+    train_idx, test_idx = list(splits)[0]
+
+    train_loader = copy.deepcopy(dataset)
+    train_loader.set_indicies(train_idx)
+    test_loader = copy.deepcopy(dataset)
+    test_loader.set_indicies(test_idx)
+
+    train_tf = tf.data.Dataset.from_tensor_slices((train_loader.get_frames(), train_loader.get_labels()))
+    test_tf = tf.data.Dataset.from_tensor_slices((test_loader.get_frames(), test_loader.get_labels()))
+
+#     classifier_inputs = keras.Input(shape=(image_height, image_width, 1))
+    classifier_inputs = keras.Input(shape=((clip_depth - args.kernel_depth) // 1 + 1, (image_height - args.kernel_size) // args.stride + 1, (image_width - args.kernel_size) // args.stride + 1, args.num_kernels))
+    classifier_outputs = ONSDRegression()(classifier_inputs)
+
+    classifier_model = keras.Model(inputs=classifier_inputs, outputs=classifier_outputs)
+
+    prediction_optimizer = keras.optimizers.Adam(learning_rate=args.lr)
+    
+    mse = tf.keras.losses.MeanSquaredError()
+
+    best_so_far = float('inf')
+
+    for epoch in range(args.epochs):
+        epoch_loss = 0
+        t1 = time.perf_counter()
+
+        for images, widths in tqdm(train_tf.shuffle(len(train_tf)).batch(args.batch_size)):
+            images = tf.expand_dims(data_augmentation(tf.transpose(images, [0, 2, 3, 1])), axis=1)
+            
+            activations = tf.stop_gradient(sparse_model([images, tf.stop_gradient(tf.expand_dims(recon_model.trainable_weights[0], axis=0))]))
+
+            with tf.GradientTape() as tape:
+                pred = classifier_model(activations)
+                loss = mse(pred, widths)
+
+            epoch_loss += loss * images.shape[0]
+
+            gradients = tape.gradient(loss, classifier_model.trainable_weights)
+
+            prediction_optimizer.apply_gradients(zip(gradients, classifier_model.trainable_weights))
+
+        t2 = time.perf_counter()
+
+        test_loss = 0.0
+        predictions = []
+        gt = []
+
+        for images, widths in tqdm(test_tf.batch(args.batch_size)):
+            images = tf.expand_dims(tf.transpose(images, [0, 2, 3, 1]), axis=1)
+            
+            activations = tf.stop_gradient(sparse_model([images, tf.stop_gradient(tf.expand_dims(recon_model.trainable_weights[0], axis=0))]))
+
+            pred = classifier_model(activations)
+            loss = mse(pred, widths)
+            
+            for p, g in zip(pred, widths):
+                predictions.append(p * dataset.max_width)
+                gt.append(g * dataset.max_width)
+
+            test_loss += loss
+
+        t2 = time.perf_counter()
+        
+        test_acc = keras.losses.MeanAbsoluteError()(gt, predictions)
+
+        print('epoch={}, time={:.2f}, train_loss={:.2f}, test_loss={:.2f}, test_mae={:.2f}'.format(epoch, t2-t1, epoch_loss, test_loss, test_acc))
+#             print(epoch_loss)
+        if epoch_loss <= best_so_far:
+            print("found better model")
+            # Save model parameters
+            classifier_model.save(os.path.join(output_dir, "best_classifier.pt"))
+#                     recon_model.save(os.path.join(output_dir, "best_sparse_model_{}.pt".format(i_fold)))
+            pickle.dump(prediction_optimizer.get_weights(), open(os.path.join(output_dir, 'optimizer.pt'), 'wb+'))
+            best_so_far = epoch_loss
\ No newline at end of file
diff --git a/sparse_coding_torch/onsd/train_sharpness_classifier.py b/sparse_coding_torch/onsd/train_sharpness_classifier.py
deleted file mode 100644
index e97aa35..0000000
--- a/sparse_coding_torch/onsd/train_sharpness_classifier.py
+++ /dev/null
@@ -1,155 +0,0 @@
-import tensorflow.keras as keras
-import tensorflow as tf
-# tf.debugging.set_log_device_placement(True)
-import torch
-import torch.nn as nn
-import torch.nn.functional as F
-from tqdm import tqdm
-import argparse
-import os
-from sparse_coding_torch.onsd.load_data import load_onsd_videos
-from sparse_coding_torch.utils import SubsetWeightedRandomSampler, get_sample_weights
-from sparse_coding_torch.sparse_model import SparseCode, ReconSparse, normalize_weights, normalize_weights_3d
-from sparse_coding_torch.onsd.classifier_model import ONSDSharpness
-from sparse_coding_torch.onsd.video_loader import get_yolo_region_onsd
-import time
-import numpy as np
-from sklearn.metrics import f1_score, accuracy_score, confusion_matrix
-import random
-import pickle
-# from sparse_coding_torch.onsd.train_sparse_model import sparse_loss
-from yolov4.get_bounding_boxes import YoloModel
-import torchvision
-from sparse_coding_torch.utils import VideoGrayScaler, MinMaxScaler
-import glob
-import cv2
-import copy
-from tensorflow_addons.image import gaussian_filter2d
-
-def margin_ranking(x1, x2, y, margin):
-    rank = -y * (x1 - x2) + margin
-    
-    zeros = tf.zeros(rank.shape)
-    
-    maximum = tf.math.maximum(zeros, rank)
-    
-    return tf.math.reduce_sum(maximum)
-
-if __name__ == "__main__":
-    parser = argparse.ArgumentParser()
-    parser.add_argument('--batch_size', default=12, type=int)
-    parser.add_argument('--lr', default=5e-4, type=float)
-    parser.add_argument('--epochs', default=40, type=int)
-    parser.add_argument('--output_dir', default='./output', type=str)
-    parser.add_argument('--seed', default=26, type=int)
-    parser.add_argument('--dataset', default='onsd', type=str)
-    
-    args = parser.parse_args()
-    
-    crop_height = 224
-    crop_width = 224
-
-    image_height = 224
-    image_width = 224
-
-    batch_size = args.batch_size
-    
-    random.seed(args.seed)
-    np.random.seed(args.seed)
-    torch.manual_seed(args.seed)
-    
-    output_dir = args.output_dir
-    if not os.path.exists(output_dir):
-        os.makedirs(output_dir)
-        
-    with open(os.path.join(output_dir, 'arguments.txt'), 'w+') as out_f:
-        out_f.write(str(args))
-    
-    yolo_model = YoloModel(args.dataset)
-
-    all_errors = []
-    
-    data_augmentation = keras.Sequential([
-        keras.layers.RandomFlip('horizontal'),
-        keras.layers.RandomRotation(45),
-#         keras.layers.RandomBrightness(0.1)
-    ])
-        
-    
-    splits, dataset = load_onsd_videos(args.batch_size, input_size=(image_height, image_width), yolo_model=yolo_model, mode='balanced', n_splits=1)
-    positive_class = 'Positives'
-    
-    train_idx, test_idx = list(splits)[0]
-
-    train_loader = copy.deepcopy(dataset)
-    train_loader.set_indicies(train_idx)
-    test_loader = copy.deepcopy(dataset)
-    test_loader.set_indicies(test_idx)
-
-    train_tf = tf.data.Dataset.from_tensor_slices((train_loader.get_frames(), train_loader.get_labels(), train_loader.get_widths()))
-    test_tf = tf.data.Dataset.from_tensor_slices((test_loader.get_frames(), test_loader.get_labels(), test_loader.get_widths()))
-
-    classifier_inputs = keras.Input(shape=(image_height, image_width, 3))
-    classifier_outputs = ONSDSharpness()(classifier_inputs)
-
-    classifier_model = keras.Model(inputs=classifier_inputs, outputs=classifier_outputs)
-
-    prediction_optimizer = keras.optimizers.Adam(learning_rate=args.lr)
-
-    best_so_far = float('inf')
-
-    for epoch in range(args.epochs):
-        epoch_loss = 0
-        t1 = time.perf_counter()
-
-        for images, _, _ in tqdm(train_tf.shuffle(len(train_tf)).batch(args.batch_size)):
-            images = tf.transpose(images, [0, 2, 3, 1])
-
-            with tf.GradientTape() as tape:
-                blurred_images = gaussian_filter2d(images, filter_shape=[random.choice([3, 5, 7, 9, 11, 13])]*2)
-                blurred_images = tf.random.shuffle(blurred_images)
-                orig_pred = classifier_model(data_augmentation(images))
-                blurred_pred = classifier_model(data_augmentation(blurred_images))
-                label = random.choice([1, -1])
-                if label == 1:
-                    loss = margin_ranking(orig_pred, blurred_pred, label, 0.2)
-                else:
-                    loss = margin_ranking(blurred_pred, orig_pred, label, 0.2)
-
-            epoch_loss += loss * images.shape[0]
-
-            gradients = tape.gradient(loss, classifier_model.trainable_weights)
-
-            prediction_optimizer.apply_gradients(zip(gradients, classifier_model.trainable_weights))
-
-        t2 = time.perf_counter()
-
-        test_loss = 0.0
-
-        for images, _, _ in tqdm(test_tf.batch(args.batch_size)):
-            images = tf.transpose(images, [0, 2, 3, 1])
-
-            blurred_images = gaussian_filter2d(images, filter_shape=[random.choice([3, 5, 7, 9, 11, 13])]*2)
-            blurred_images = tf.random.shuffle(blurred_images)
-            orig_pred = classifier_model(images)
-            blurred_pred = classifier_model(blurred_images)
-            label = random.choice([1, -1])
-            if label == 1:
-                loss = margin_ranking(orig_pred, blurred_pred, label, 0.2)
-            else:
-                loss = margin_ranking(blurred_pred, orig_pred, label, 0.2)
-
-            test_loss += loss
-
-        t2 = time.perf_counter()
-
-
-        print('epoch={}, time={:.2f}, train_loss={:.2f}, test_loss={:.2f}'.format(epoch, t2-t1, epoch_loss, test_loss))
-#             print(epoch_loss)
-        if test_loss <= best_so_far:
-            print("found better model")
-            # Save model parameters
-            classifier_model.save(os.path.join(output_dir, "best_classifier.pt"))
-#                     recon_model.save(os.path.join(output_dir, "best_sparse_model_{}.pt".format(i_fold)))
-            pickle.dump(prediction_optimizer.get_weights(), open(os.path.join(output_dir, 'optimizer.pt'), 'wb+'))
-            best_so_far = test_loss
\ No newline at end of file
diff --git a/sparse_coding_torch/onsd/train_sparse_model.py b/sparse_coding_torch/onsd/train_sparse_model.py
index d09e22e..b3452ab 100644
--- a/sparse_coding_torch/onsd/train_sparse_model.py
+++ b/sparse_coding_torch/onsd/train_sparse_model.py
@@ -24,9 +24,10 @@ def sparse_loss(images, recon, activations, batch_size, lam, stride):
 if __name__ == "__main__":
     parser = argparse.ArgumentParser()
     parser.add_argument('--batch_size', default=32, type=int)
-    parser.add_argument('--kernel_size', default=15, type=int)
+    parser.add_argument('--kernel_width', default=150, type=int)
+    parser.add_argument('--kernel_height', default=10, type=int)
     parser.add_argument('--kernel_depth', default=1, type=int)
-    parser.add_argument('--num_kernels', default=32, type=int)
+    parser.add_argument('--num_kernels', default=10, type=int)
     parser.add_argument('--stride', default=1, type=int)
     parser.add_argument('--max_activation_iter', default=300, type=int)
     parser.add_argument('--activation_lr', default=1e-2, type=float)
@@ -38,10 +39,9 @@ if __name__ == "__main__":
     parser.add_argument('--run_2d', action='store_true')
     parser.add_argument('--save_filters', action='store_true')
     parser.add_argument('--optimizer', default='sgd', type=str)
-    parser.add_argument('--dataset', default='onsd', type=str)
-    parser.add_argument('--crop_height', type=int, default=400)
-    parser.add_argument('--crop_width', type=int, default=400)
-    parser.add_argument('--scale_factor', type=int, default=1)
+    parser.add_argument('--crop_height', type=int, default=100)
+    parser.add_argument('--crop_width', type=int, default=300)
+    parser.add_argument('--scale_factor', type=int, default=2)
     parser.add_argument('--clip_depth', type=int, default=1)
     parser.add_argument('--frames_to_skip', type=int, default=1)
     
@@ -59,7 +59,7 @@ if __name__ == "__main__":
     image_width = int(crop_width / args.scale_factor)
     clip_depth = args.clip_depth
     
-    yolo_model = YoloModel(args.dataset)
+    yolo_model = YoloModel('onsd')
 
     output_dir = args.output_dir
     if not os.path.exists(output_dir):
@@ -71,7 +71,7 @@ if __name__ == "__main__":
         out_f.write(str(args))
 
 #     splits, dataset = load_onsd_videos(args.batch_size, input_size=(image_height, image_width, clip_depth), mode='all_train')
-    splits, dataset = load_onsd_videos(args.batch_size, input_size=(image_height, image_width), yolo_model=yolo_model, mode='all_train', n_splits=1)
+    splits, dataset = load_onsd_videos(args.batch_size, input_size=(image_height, image_width), crop_size=(crop_height, crop_width), yolo_model=yolo_model, mode='all_train', n_splits=1)
     train_idx, test_idx = list(splits)[0]
     
     train_loader = copy.deepcopy(dataset)
@@ -84,15 +84,15 @@ if __name__ == "__main__":
     else:
         inputs = keras.Input(shape=(clip_depth, image_height, image_width, 1))
         
-    filter_inputs = keras.Input(shape=(clip_depth, args.kernel_size, args.kernel_size, 1, args.num_kernels), dtype='float32')
+    filter_inputs = keras.Input(shape=(clip_depth, args.kernel_height, args.kernel_width, 1, args.num_kernels), dtype='float32')
 
-    output = SparseCode(batch_size=args.batch_size, image_height=image_height, image_width=image_width, clip_depth=clip_depth, in_channels=1, out_channels=args.num_kernels, kernel_size=args.kernel_size, kernel_depth=args.kernel_depth, stride=args.stride, lam=args.lam, activation_lr=args.activation_lr, max_activation_iter=args.max_activation_iter, run_2d=args.run_2d)(inputs, filter_inputs)
+    output = SparseCode(batch_size=args.batch_size, image_height=image_height, image_width=image_width, clip_depth=clip_depth, in_channels=1, out_channels=args.num_kernels, kernel_height=args.kernel_height, kernel_width=args.kernel_width, kernel_depth=args.kernel_depth, stride=args.stride, lam=args.lam, activation_lr=args.activation_lr, max_activation_iter=args.max_activation_iter, run_2d=args.run_2d)(inputs, filter_inputs)
 
     sparse_model = keras.Model(inputs=(inputs, filter_inputs), outputs=output)
     
-    recon_inputs = keras.Input(shape=(1, (image_height - args.kernel_size) // args.stride + 1, (image_width - args.kernel_size) // args.stride + 1, args.num_kernels))
+    recon_inputs = keras.Input(shape=(1, (image_height - args.kernel_height) // args.stride + 1, (image_width - args.kernel_width) // args.stride + 1, args.num_kernels))
     
-    recon_outputs = ReconSparse(batch_size=args.batch_size, image_height=image_height, image_width=image_width, clip_depth=clip_depth, in_channels=1, out_channels=args.num_kernels, kernel_size=args.kernel_size, kernel_depth=args.kernel_depth, stride=args.stride, lam=args.lam, activation_lr=args.activation_lr, max_activation_iter=args.max_activation_iter, run_2d=args.run_2d)(recon_inputs)
+    recon_outputs = ReconSparse(batch_size=args.batch_size, image_height=image_height, image_width=image_width, clip_depth=clip_depth, in_channels=1, out_channels=args.num_kernels, kernel_height=args.kernel_height, kernel_width=args.kernel_width, kernel_depth=args.kernel_depth, stride=args.stride, lam=args.lam, activation_lr=args.activation_lr, max_activation_iter=args.max_activation_iter, run_2d=args.run_2d)(recon_inputs)
     
     recon_model = keras.Model(inputs=recon_inputs, outputs=recon_outputs)
     
@@ -126,7 +126,7 @@ if __name__ == "__main__":
             
             with tf.GradientTape() as tape:
                 recon = recon_model(activations)
-                loss = sparse_loss(images, recon, activations, args.batch_size, args.lam, args.stride)
+                loss = sparse_loss(images, recon, activations, images.shape[0], args.lam, args.stride)
 
             epoch_loss += loss * images.shape[0]
             running_loss += loss * images.shape[0]
diff --git a/sparse_coding_torch/onsd/video_loader.py b/sparse_coding_torch/onsd/video_loader.py
index 0716ece..877fe29 100644
--- a/sparse_coding_torch/onsd/video_loader.py
+++ b/sparse_coding_torch/onsd/video_loader.py
@@ -131,21 +131,31 @@ class ONSDGoodFramesLoader:
                 vid = row['video'].strip()
                 good_frames = row['good_frames'].strip()
                 bad_frames = row['bad_frames'].strip()
+                
+                valid_frames[vid] = []
                 if good_frames:
                     for subrange in good_frames.split(';'):
                         splitrange = subrange.split('-')
-                        valid_frames[vid] = (int(splitrange[0]), int(splitrange[1]))
+                        valid_frames[vid].append((int(splitrange[0]), int(splitrange[1])))
                 if bad_frames:
                     for subrange in bad_frames.split(';'):
                         splitrange = subrange.split('-')
                         invalid_frames[vid] = (int(splitrange[0]), int(splitrange[1]))
         
+#         onsd_widths = {}
+#         with open(join(video_path, 'onsd_widths.csv'), 'r') as width_in:
+#             reader = csv.reader(width_in)
+#             for row in reader:
+#                 width_vals = [float(val) for val in row[3:] if val != '']
+#                 onsd_widths[row[2]] = round(sum(width_vals) / len(width_vals), 2)
+
         onsd_widths = {}
-        with open(join(video_path, 'onsd_widths.csv'), 'r') as width_in:
+        with open("sparse_coding_torch/onsd/individual_frames_cleaned/onsd_labeled_widths_classifier.csv", 'r') as width_in:
             reader = csv.reader(width_in)
-            for row in reader:
-                width_vals = [float(val) for val in row[3:] if val != '']
-                onsd_widths[row[2]] = round(sum(width_vals) / len(width_vals), 2)
+            for i, row in enumerate(reader):
+                if i == 0:
+                    continue
+                onsd_widths[row[0]] = float(row[1])
         
         clip_cache_file = 'clip_cache_onsd_{}_{}.pt'.format(clip_width, clip_height)
         difficult_cache_file = 'difficult_vid_cache_onsd_{}_{}.pt'.format(clip_width, clip_height)
@@ -165,40 +175,48 @@ class ONSDGoodFramesLoader:
             vid_idx = 0
             for txt_label, path, _ in tqdm(self.videos):
                 vc = tv.io.read_video(path)[0].permute(3, 0, 1, 2)
-                
-#                 width_key = path.split('/')[-1]
-#                 if width_key not in onsd_widths:
-#                     continue
-                width = 0.0
+#                 width = 0.0
                 
                 frame_key = path.split('/')[-2]
                 if frame_key in valid_frames:
-                    start_range, end_range = valid_frames[frame_key]
-                
-                    for j in range(start_range, end_range, 1):
-                        if j == vc.size(1):
-                            break
-                        frame = vc[:, j, :, :]
+                    ranges = valid_frames[frame_key]
+                    
+                    for start_range, end_range in ranges:
+                        for j in range(start_range, end_range, 5):
+                            if j == vc.size(1):
+                                break
+                            frame = vc[:, j, :, :]
 
-                        if yolo_model is not None:
-                            all_frames = get_yolo_region_onsd(yolo_model, frame, clip_width, clip_height, True, txt_label)
-                        else:
-                            all_frames = [frame]
+                            width_key = path.split('/')[-1]
+                            width_key = width_key[:width_key.rfind('.')]
+                            width_key = txt_label + '/' + width_key
+                            width_key = width_key + '/' + str(j) + '.png'
+                            if width_key not in onsd_widths:
+                                width = 0
+                            else:
+                                width = onsd_widths[width_key]
 
-                        if all_frames is None or len(all_frames) == 0:
-                            continue
+                            if yolo_model is not None:
+                                all_frames = get_yolo_region_onsd(yolo_model, frame, clip_width, clip_height, False, txt_label)
+                            else:
+                                all_frames = [frame]
 
-                        if self.transform:
-                            all_frames = [self.transform(frm) for frm in all_frames]
+                            if all_frames is None or len(all_frames) == 0:
+                                continue
 
-                        label = self.videos[vid_idx][0]
-                        if label == 'Positives':
-                            label = np.array(1.0)
-                        elif label == 'Negatives':
-                            label = np.array(0.0)
+                            if self.transform:
+                                all_frames = [self.transform(frm) for frm in all_frames]
 
-                        for frm in all_frames:
-                            self.clips.append((label, frm.numpy(), self.videos[vid_idx][2], width))
+                            label = self.videos[vid_idx][0]
+                            if label == 'Positives':
+                                label = np.array(1.0)
+                            elif label == 'Negatives':
+                                label = np.array(0.0)
+
+                            width = np.round(width / 30)
+
+                            for frm in all_frames:
+                                self.clips.append((label, frm.numpy(), self.videos[vid_idx][2], width))
                 else:
                     label = self.videos[vid_idx][0]
                     if label == 'Positives':
@@ -215,10 +233,12 @@ class ONSDGoodFramesLoader:
         num_positive = len([clip[0] for clip in self.clips if clip[0] == 1.0])
         num_negative = len([clip[0] for clip in self.clips if clip[0] == 0.0])
         
+        self.max_width = max([clip[3] for clip in self.clips])
+        
         random.shuffle(self.clips)
         
-        print('Loaded', num_positive, 'positive examples.')
-        print('Loaded', num_negative, 'negative examples.')
+#         print('Loaded', num_positive, 'positive examples.')
+#         print('Loaded', num_negative, 'negative examples.')
         
     def get_difficult_vids(self):
         return self.difficult_vids
@@ -244,7 +264,7 @@ class ONSDGoodFramesLoader:
         return [frame for _, frame, _, _ in self.clips]
     
     def get_widths(self):
-        return [width for _, _, _, width in self.clips]
+        return [width / self.max_width for _, _, _, width in self.clips]
     
     def __next__(self):
         if self.count < len(self.clips):
@@ -256,109 +276,170 @@ class ONSDGoodFramesLoader:
             
     def __iter__(self):
         return self
-
-# class ONSDLoader:
-#     def __init__(self, video_path, clip_width, clip_height, transform=None, yolo_model=None):
-#         self.transform = transform
-#         self.labels = [name for name in listdir(video_path) if isdir(join(video_path, name))]
-        
-#         self.count = 0
+    
+class ONSDAllFramesLoader:
+    def __init__(self, video_path, clip_width, clip_height, transform=None, yolo_model=None):
+        self.transform = transform
+        self.labels = [name for name in listdir(video_path) if isdir(join(video_path, name))]
         
-#         onsd_widths = {}
-#         with open(join(video_path, 'onsd_widths.csv'), 'r') as width_in:
-#             reader = csv.reader(width_in)
-#             for row in reader:
-#                 width_vals = [float(val) for val in row[3:] if val != '']
-#                 onsd_widths[row[2]] = round(sum(width_vals) / len(width_vals), 2)
+        self.count = 0
         
-#         clip_cache_file = 'clip_cache_onsd_{}_{}.pt'.format(clip_width, clip_height)
+        clip_cache_file = 'clip_cache_all_onsd_{}_{}.pt'.format(clip_width, clip_height)
         
-#         self.videos = []
-#         for label in self.labels:
-#             self.videos.extend([(label, abspath(join(video_path, label, f)), f) for f in glob.glob(join(video_path, label, '*', '*.mp4'))])
+        self.videos = []
+        for label in self.labels:
+            self.videos.extend([(label, abspath(join(video_path, label, f)), f) for f in glob.glob(join(video_path, label, '*', '*.mp4'))])
             
-#         self.clips = []
-        
-#         if exists(clip_cache_file):
-#             self.clips = torch.load(open(clip_cache_file, 'rb'))
-#         else:
-#             vid_idx = 0
-#             for label, path, _ in tqdm(self.videos):
-#                 vc = tv.io.read_video(path)[0].permute(3, 0, 1, 2)
-                
-#                 width_key = path.split('/')[-1]
-#                 if width_key not in onsd_widths:
-#                     continue
-#                 width = onsd_widths[width_key]
+        self.clips = []
+        
+        if exists(clip_cache_file):
+            self.clips = torch.load(open(clip_cache_file, 'rb'))
+        else:
+            vid_idx = 0
+            for txt_label, path, _ in tqdm(self.videos):
+                vc = tv.io.read_video(path)[0].permute(3, 0, 1, 2)
+#                 width = 0.0
                 
-#                 for j in range(vc.size(1)):
-#                     frame = vc[:, j, :, :]
-                    
-#                     if yolo_model is not None:
-#                         all_frames = get_yolo_region_onsd(yolo_model, frame, clip_width, clip_height)
-#                     else:
-#                         all_frames = [frame]
-                        
-#                     if all_frames is None or len(all_frames) == 0:
-#                         continue
+                for j in range(0, vc.size(1), 5):
+                    frame = vc[:, j, :, :]
 
-#                     if self.transform:
-#                         all_frames = [self.transform(frm) for frm in all_frames]
-                        
-#                     label = self.videos[vid_idx][0]
-#                     if label == 'Positives':
-#                         label = np.array(1.0)
-#                     elif label == 'Negatives':
-#                         label = np.array(0.0)
-                        
-#                     for frm in all_frames:
-#                         self.clips.append((label, frm.numpy(), self.videos[vid_idx][2], width))
+                    width = 0
+
+                    if yolo_model is not None:
+                        all_frames = get_yolo_region_onsd(yolo_model, frame, clip_width, clip_height, False, txt_label)
+                    else:
+                        all_frames = [frame]
+
+                    if all_frames is None or len(all_frames) == 0:
+                        continue
+
+                    if self.transform:
+                        all_frames = [self.transform(frm) for frm in all_frames]
+
+                    label = self.videos[vid_idx][0]
+                    if label == 'Positives':
+                        label = np.array(1.0)
+                    elif label == 'Negatives':
+                        label = np.array(0.0)
+
+                    width = np.round(width / 30)
 
-#                 vid_idx += 1
+                    for frm in all_frames:
+                        self.clips.append((label, frm.numpy(), self.videos[vid_idx][2], width))
+
+                vid_idx += 1
                 
-#             torch.save(self.clips, open(clip_cache_file, 'wb+'))
+            torch.save(self.clips, open(clip_cache_file, 'wb+'))
             
-#         num_positive = len([clip[0] for clip in self.clips if clip[0] == 1.0])
-#         num_negative = len([clip[0] for clip in self.clips if clip[0] == 0.0])
+        num_positive = len([clip[0] for clip in self.clips if clip[0] == 1.0])
+        num_negative = len([clip[0] for clip in self.clips if clip[0] == 0.0])
         
-#         random.shuffle(self.clips)
+        random.shuffle(self.clips)
         
-#         print('Loaded', num_positive, 'positive examples.')
-#         print('Loaded', num_negative, 'negative examples.')
+    def get_difficult_vids(self):
+        return self.difficult_vids
         
-#     def get_filenames(self):
-#         return [self.clips[i][2] for i in range(len(self.clips))]
+    def get_filenames(self):
+        return [self.clips[i][2] for i in range(len(self.clips))]
     
-#     def get_all_videos(self):
-#         return set([self.clips[i][2] for i in range(len(self.clips))])
+    def get_all_videos(self):
+        return set([self.clips[i][2] for i in range(len(self.clips))])
         
-#     def get_labels(self):
-#         return [self.clips[i][0] for i in range(len(self.clips))]
+    def get_labels(self):
+        return [self.clips[i][0] for i in range(len(self.clips))]
     
-#     def set_indicies(self, iter_idx):
-#         new_clips = []
-#         for i, clip in enumerate(self.clips):
-#             if i in iter_idx:
-#                 new_clips.append(clip)
+    def set_indicies(self, iter_idx):
+        new_clips = []
+        for i, clip in enumerate(self.clips):
+            if i in iter_idx:
+                new_clips.append(clip)
                 
-#         self.clips = new_clips
+        self.clips = new_clips
         
-#     def get_frames(self):
-#         return [frame for _, frame, _, _ in self.clips]
+    def get_frames(self):
+        return [frame for _, frame, _, _ in self.clips]
     
-#     def get_widths(self):
-#         return [width for _, _, _, width in self.clips]
+    def get_widths(self):
+        return [width / 1 for _, _, _, width in self.clips]
     
-#     def __next__(self):
-#         if self.count < len(self.clips):
-#             label, frame, vid_f, widths = self.clips[self.count]
-#             self.count += 1
-#             return label, frame, widths
-#         else:
-#             raise StopIteration
+    def __next__(self):
+        if self.count < len(self.clips):
+            label, frame, vid_f, widths = self.clips[self.count]
+            self.count += 1
+            return label, frame, widths
+        else:
+            raise StopIteration
             
-#     def __iter__(self):
-#         return self
+    def __iter__(self):
+        return self
+
+class RegressionLoader:
+    def __init__(self, csv_path, clip_width, clip_height, transform=None, yolo_model=None):
+        self.transform = transform
+        
+        self.count = 0
+        
+        onsd_widths = {}
+        with open(csv_path, 'r') as width_in:
+            reader = csv.reader(width_in)
+            for i, row in enumerate(reader):
+                if i == 0:
+                    continue
+                onsd_widths[row[0]] = float(row[1])
+        
+        self.frames = []
+        self.max_width = 0.0
+        for f_path, width in tqdm(onsd_widths.items()):
+            frame = torch.tensor(cv2.imread(f_path)).swapaxes(2, 1).swapaxes(1, 0)
+                    
+            if yolo_model is not None:
+                all_frames = get_yolo_region_onsd(yolo_model, frame, clip_width, clip_height, False)
+            else:
+                all_frames = [frame]
+                        
+            if all_frames is None or len(all_frames) == 0:
+                continue
+
+            if self.transform:
+                all_frames = [self.transform(frm) for frm in all_frames]
+                
+            if width > self.max_width:
+                self.max_width = width
+                
+            width = np.round(width / 5) * 5
+                        
+            for frm in all_frames:
+                self.frames.append((width, frm.numpy(), f_path))
+        
+        random.shuffle(self.frames)
+        
+    def get_filenames(self):
+        return ['/'.join(self.frames[i][2].split('/')[:-1]) for i in range(len(self.frames))]
+        
+    def get_labels(self):
+        return [self.frames[i][0] / self.max_width for i in range(len(self.frames))]
+    
+    def set_indicies(self, iter_idx):
+        new_frames = []
+        for i, frame in enumerate(self.frames):
+            if i in iter_idx:
+                new_frames.append(frame)
+                
+        self.frames = new_frames
+        
+    def get_frames(self):
+        return [frame for _, frame, _ in self.frames]
+    
+    def __next__(self):
+        if self.count < len(self.frames):
+            width, frame, vid_f = self.frames[self.count]
+            self.count += 1
+            return width, frame
+        else:
+            raise StopIteration
+            
+    def __iter__(self):
+        return self
 
 class FrameLoader:
     def __init__(self, video_path, clip_width, clip_height, transform=None, yolo_model=None):
diff --git a/sparse_coding_torch/output/onsd_full_width_16/arguments.txt b/sparse_coding_torch/output/onsd_full_width_16/arguments.txt
new file mode 100644
index 0000000..b1d8bf9
--- /dev/null
+++ b/sparse_coding_torch/output/onsd_full_width_16/arguments.txt
@@ -0,0 +1 @@
+Namespace(batch_size=32, kernel_width=150, kernel_height=10, kernel_depth=1, num_kernels=16, stride=1, max_activation_iter=300, activation_lr=0.01, lr=0.003, epochs=150, lam=0.05, output_dir='sparse_coding_torch/output/onsd_full_width_16/', seed=42, run_2d=False, save_filters=True, optimizer='sgd', crop_height=100, crop_width=300, scale_factor=2, clip_depth=1, frames_to_skip=1)
\ No newline at end of file
diff --git a/sparse_coding_torch/output/onsd_full_width_16/best_sparse.pt/keras_metadata.pb b/sparse_coding_torch/output/onsd_full_width_16/best_sparse.pt/keras_metadata.pb
new file mode 100644
index 0000000..4820d06
--- /dev/null
+++ b/sparse_coding_torch/output/onsd_full_width_16/best_sparse.pt/keras_metadata.pb
@@ -0,0 +1,4 @@
+
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/best_sparse.pt/saved_model.pb b/sparse_coding_torch/output/onsd_full_width_16/best_sparse.pt/saved_model.pb
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/best_sparse.pt/variables/variables.data-00000-of-00001 b/sparse_coding_torch/output/onsd_full_width_16/best_sparse.pt/variables/variables.data-00000-of-00001
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_10.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_10.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_100.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_100.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_102.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_102.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_104.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_104.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_106.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_106.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_108.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_108.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_110.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_110.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_112.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_112.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_114.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_114.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_116.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_116.mp4
new file mode 100644
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_118.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_118.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_12.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_12.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_120.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_120.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_122.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_122.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_124.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_124.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_126.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_126.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_128.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_128.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_130.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_130.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_132.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_132.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_134.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_134.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_136.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_136.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_138.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_138.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_14.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_14.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_140.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_140.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_142.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_142.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_144.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_144.mp4
new file mode 100644
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_146.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_146.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_148.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_148.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_16.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_16.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_18.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_18.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_2.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_2.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_20.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_20.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_22.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_22.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..3b89782b0d5f07dd3b1586935db77a6239dc5611
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_24.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_24.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_26.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_26.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_28.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_28.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_30.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_30.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_34.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_34.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_36.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_36.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_38.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_38.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_4.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_4.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_40.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_40.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_42.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_42.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_44.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_44.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_46.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_46.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..4aaeb9b2b39468e0a87157b961de2f42bef5e4e2
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_48.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_48.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_50.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_50.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_52.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_52.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_54.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_54.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_56.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_56.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_58.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_58.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_6.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_6.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_60.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_60.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_62.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_62.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_64.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_64.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_66.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_66.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_68.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_68.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_70.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_70.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_72.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_72.mp4
new file mode 100644
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_74.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_74.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_76.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_76.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_78.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_78.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_8.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_8.mp4
new file mode 100644
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_80.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_80.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_82.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_82.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_84.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_84.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_86.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_86.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_88.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_88.mp4
new file mode 100644
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_90.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_90.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_92.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_92.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_94.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_94.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_96.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_96.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_98.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_98.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/filters_start.mp4 b/sparse_coding_torch/output/onsd_full_width_16/filters_start.mp4
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diff --git a/sparse_coding_torch/output/onsd_full_width_16/loss_graph.png b/sparse_coding_torch/output/onsd_full_width_16/loss_graph.png
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diff --git a/sparse_coding_torch/sparse_model.py b/sparse_coding_torch/sparse_model.py
index 934293d..8a70ef2 100644
--- a/sparse_coding_torch/sparse_model.py
+++ b/sparse_coding_torch/sparse_model.py
@@ -85,7 +85,7 @@ def normalize_weights_3d(filters, out_channels):
     return adjusted
 
 class SparseCode(keras.layers.Layer):
-    def __init__(self, batch_size, image_height, image_width, clip_depth, in_channels, out_channels, kernel_size, kernel_depth, stride, lam, activation_lr, max_activation_iter, run_2d, padding='VALID'):
+    def __init__(self, batch_size, image_height, image_width, clip_depth, in_channels, out_channels, kernel_height, kernel_width, kernel_depth, stride, lam, activation_lr, max_activation_iter, run_2d, padding='VALID'):
         super(SparseCode, self).__init__()
 
         self.out_channels = out_channels
@@ -98,7 +98,8 @@ class SparseCode(keras.layers.Layer):
         self.image_height = image_height
         self.image_width = image_width
         self.clip_depth = clip_depth
-        self.kernel_size = kernel_size
+        self.kernel_height = kernel_height
+        self.kernel_width = kernel_width
         self.kernel_depth = kernel_depth
         self.run_2d = run_2d
         self.padding = padding
@@ -154,9 +155,9 @@ class SparseCode(keras.layers.Layer):
                 output_shape = (len(images), 1, self.image_height // self.stride, self.image_width // self.stride, self.out_channels)
         else:
             if self.run_2d:
-                output_shape = (len(images), (self.image_height - self.kernel_size) // self.stride + 1, (self.image_width - self.kernel_size) // self.stride + 1, self.out_channels)
+                output_shape = (len(images), (self.image_height - self.kernel_height) // self.stride + 1, (self.image_width - self.kernel_width) // self.stride + 1, self.out_channels)
             else:
-                output_shape = (len(images), (self.clip_depth - self.kernel_depth) // 1 + 1, (self.image_height - self.kernel_size) // self.stride + 1, (self.image_width - self.kernel_size) // self.stride + 1, self.out_channels)
+                output_shape = (len(images), (self.clip_depth - self.kernel_depth) // 1 + 1, (self.image_height - self.kernel_height) // self.stride + 1, (self.image_width - self.kernel_width) // self.stride + 1, self.out_channels)
 
         u = tf.stop_gradient(tf.zeros(shape=output_shape))
         m = tf.stop_gradient(tf.zeros(shape=output_shape))
@@ -179,7 +180,7 @@ class SparseCode(keras.layers.Layer):
         return u
     
 class ReconSparse(keras.Model):
-    def __init__(self, batch_size, image_height, image_width, clip_depth, in_channels, out_channels, kernel_size, kernel_depth, stride, lam, activation_lr, max_activation_iter, run_2d, padding='VALID'):
+    def __init__(self, batch_size, image_height, image_width, clip_depth, in_channels, out_channels, kernel_height, kernel_width, kernel_depth, stride, lam, activation_lr, max_activation_iter, run_2d, padding='VALID'):
         super().__init__()
         
         self.out_channels = out_channels
@@ -197,15 +198,15 @@ class ReconSparse(keras.Model):
 
         initializer = tf.keras.initializers.HeNormal()
         if run_2d:
-            self.filters_1 = tf.Variable(initial_value=initializer(shape=(kernel_size, kernel_size, in_channels, out_channels)), dtype='float32', trainable=True)
-            self.filters_2 = tf.Variable(initial_value=initializer(shape=(kernel_size, kernel_size, in_channels, out_channels)), dtype='float32', trainable=True)
-            self.filters_3 = tf.Variable(initial_value=initializer(shape=(kernel_size, kernel_size, in_channels, out_channels)), dtype='float32', trainable=True)
-            self.filters_4 = tf.Variable(initial_value=initializer(shape=(kernel_size, kernel_size, in_channels, out_channels)), dtype='float32', trainable=True)
-            self.filters_5 = tf.Variable(initial_value=initializer(shape=(kernel_size, kernel_size, in_channels, out_channels)), dtype='float32', trainable=True)
+            self.filters_1 = tf.Variable(initial_value=initializer(shape=(kernel_height, kernel_width, in_channels, out_channels)), dtype='float32', trainable=True)
+            self.filters_2 = tf.Variable(initial_value=initializer(shape=(kernel_height, kernel_width, in_channels, out_channels)), dtype='float32', trainable=True)
+            self.filters_3 = tf.Variable(initial_value=initializer(shape=(kernel_height, kernel_width, in_channels, out_channels)), dtype='float32', trainable=True)
+            self.filters_4 = tf.Variable(initial_value=initializer(shape=(kernel_height, kernel_width, in_channels, out_channels)), dtype='float32', trainable=True)
+            self.filters_5 = tf.Variable(initial_value=initializer(shape=(kernel_height, kernel_width, in_channels, out_channels)), dtype='float32', trainable=True)
         else:
 #             pytorch_weights = load_pytorch_weights('sparse.pt')
 #             self.filters = tf.Variable(initial_value=pytorch_weights, dtype='float32', trainable=False)
-            initial_values = initializer(shape=(1, kernel_size, kernel_size, in_channels, out_channels), dtype='float32')
+            initial_values = initializer(shape=(1, kernel_height, kernel_width, in_channels, out_channels), dtype='float32')
             initial_values = tf.concat([initial_values]*kernel_depth, axis=0)
             self.filters = tf.Variable(initial_value=initial_values, trainable=True)
 
-- 
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