diff --git a/README.md b/README.md index c473482eb2b5d62e00ab77e041d74acb5876444e..9e87849f35f98175338b2da6051564c0d351782d 100644 --- a/README.md +++ b/README.md @@ -1,2 +1,8 @@ -# HVM Image Clf +# Introduction +# Prerequisites for Use +1. Download the training data [Here](https://isic-challenge-data.s3.amazonaws.com/2018/ISIC2018_Task3_Training_Input.zip) +2. Download the training ground truth [Here](https://isic-challenge-data.s3.amazonaws.com/2018/ISIC2018_Task3_Training_GroundTruth.zip) +3. Download the test data images [Here](https://isic-challenge-data.s3.amazonaws.com/2018/ISIC2018_Task3_Validation_Input.zip) +4. Download the test data ground truth [Here](https://isic-challenge-data.s3.amazonaws.com/2018/ISIC2018_Task3_Validation_GroundTruth.zip) +5. Unzip the files into the data folder in this repository. \ No newline at end of file diff --git a/data_processing.py b/data_processing.py new file mode 100644 index 0000000000000000000000000000000000000000..f2469c7629cfb9ffe2e0663e14cefa02644d61f4 --- /dev/null +++ b/data_processing.py @@ -0,0 +1,28 @@ +import os +import cv2 #vision task package opencv-python +import pandas as pd +import glob +import numpy as np + +def load_transform_images(folder): + """[summary] + + Args: + filename ([type]): [description] + """ + images = [cv2.imread(file, flags=cv2.IMREAD_GRAYSCALE) for file in glob.glob("./data/"+ folder+"/*.jpg")] + return images + +def transform(data): + flat = [] + df = pd.DataFrame() + + for i,img in enumerate(data): + scale = (img.astype(np.float32) - 127.5)/127.5 + scale = scale.reshape(1,-1) + df = df.append(pd.Series(scale[0]), ignore_index=True) + + return df + +# def batch_data(data): + diff --git a/image_preprocessing.ipynb b/image_preprocessing.ipynb index c65870e4d1387ada8774f93a6f6c14c100e388c5..f140112008e9326dbb5c3ad4ac9579f77c32e6d8 100644 --- a/image_preprocessing.ipynb +++ b/image_preprocessing.ipynb @@ -18,10 +18,9 @@ "metadata": {}, "outputs": [], "source": [ - "import os\n", - "import cv2 #vision task package opencv-python\n", "import numpy as np\n", "import pandas as pd\n", + "from data_processing import load_transform_images, transform\n", "import matplotlib.pyplot as plt" ] }, @@ -33,38 +32,6 @@ "## Load Data" ] }, - { - "cell_type": "code", - "execution_count": 2, - "id": "9997df6a-7b70-4060-9e0c-a8c0ed6c3737", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(10015,\n", - " ['ISIC_0024306.jpg',\n", - " 'ISIC_0024307.jpg',\n", - " 'ISIC_0024308.jpg',\n", - " 'ISIC_0024309.jpg',\n", - " 'ISIC_0024310.jpg',\n", - " 'ISIC_0024311.jpg',\n", - " 'ISIC_0024312.jpg',\n", - " 'ISIC_0024313.jpg',\n", - " 'ISIC_0024314.jpg',\n", - " 'ISIC_0024315.jpg'])" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "files = os.listdir('./data/ISIC2018_Task3_Training_Input')\n", - "len(files), files[:10]" - ] - }, { "cell_type": "markdown", "id": "abf26e08-49e0-4f39-8b1e-66504dd70fbf", @@ -73,162 +40,203 @@ "# Image Processing and Transformation" ] }, - { - "cell_type": "markdown", - "id": "6601df9a-0323-40e3-96f1-96c92895e4c9", - "metadata": {}, - "source": [ - "### Sample conversion from a single image\n" - ] - }, { "cell_type": "code", - "execution_count": 5, - "id": "35352bf4-6670-4de9-afe2-7efc51c2b151", + "execution_count": 2, + "id": "9997df6a-7b70-4060-9e0c-a8c0ed6c3737", "metadata": {}, "outputs": [], "source": [ - "#Using imread to import the image as a Blue, Green, Red composit image\n", - "image_data_BGR = cv2.imread('./data/ISIC2018_Task3_Training_Input/ISIC_0024306.jpg', flags=cv2.IMREAD_COLOR)" + "training_data = load_transform_images(\"ISIC2018_Task3_Training_Input\")" ] }, { "cell_type": "markdown", - "id": "efdb6191-44b1-4c3e-8684-790958bf100a", + "id": "6601df9a-0323-40e3-96f1-96c92895e4c9", "metadata": {}, "source": [ - "As we can see the image is converted to a composite of 3, 2 dimensional numpy arrays. The first array is the Blue values, the second array is the Green values, and the third array is the Red values. " + "### Sample conversion from a single image\n" ] }, { "cell_type": "code", - "execution_count": 6, - "id": "561e73a8-6c36-4baf-b1e6-3d2e05b0004f", + "execution_count": 4, + "id": "35352bf4-6670-4de9-afe2-7efc51c2b151", "metadata": {}, "outputs": [ { "data": { + "image/png": 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", "text/plain": [ - "(450, 600, 3)" + "<Figure size 432x288 with 1 Axes>" ] }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "image_data_BGR.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "ac323419-fa86-4dd4-a979-ef6b0abcbc15", - "metadata": {}, - "outputs": [], - "source": [ - "image_data_BW = cv2.imread('./data/ISIC2018_Task3_Training_Input/ISIC_0024306.jpg', flags=cv2.IMREAD_GRAYSCALE)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "2cb18b6e-2918-42f6-b6c0-0aff0948abb1", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0 171\n", - "1 171\n", - "2 172\n", - "3 171\n", - "4 177\n", - " ... \n", - "595 176\n", - "596 177\n", - "597 177\n", - "598 177\n", - "599 178\n", - "Length: 600, dtype: uint8" - ] + "metadata": { + "needs_background": "light" }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "df = pd.DataFrame(image_data_BW)\n", - "df.max()" + "plt.imshow(training_data[0], cmap='gray')\n", + "plt.show()" ] }, { "cell_type": "markdown", - "id": "4efb6881-8ed3-49a7-b834-f17266938100", - "metadata": {}, - "source": [ - "Here we are converting the image into a grayscale and output a 2 dimensional numpy array of the black and white values." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "42ece6b6-581c-4023-97c9-ea1b9f916a70", + "id": "4936bf4f-422e-44cd-9a0a-d95bf7a1a9fa", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[158 156 157 ... 163 163 164]\n", - " [157 158 161 ... 162 163 162]\n", - " [156 159 161 ... 162 163 164]\n", - " ...\n", - " [146 147 149 ... 160 160 158]\n", - " [143 146 147 ... 161 163 162]\n", - " [143 146 146 ... 160 163 161]]\n" - ] - } - ], "source": [ - "print(image_data_BW)" + "Comparison of the first reconstructed image and original image in the dataset.\n", + "\n", + "<img src=\"./data/ISIC2018_Task3_Training_Input/ISIC_0024306.jpg\" width=300>" ] }, { "cell_type": "markdown", - "id": "4936bf4f-422e-44cd-9a0a-d95bf7a1a9fa", + "id": "2fd91bc2", "metadata": {}, "source": [ - "The image we will turn black and white\n", - "\n", - "<img src=\"./data/ISIC2018_Task3_Training_Input/ISIC_0024306.jpg\" width=300>" + "### Flatten image" ] }, { "cell_type": "code", - "execution_count": 10, - "id": "8c686421-44bd-47ca-9d2b-0627477f0903", + "execution_count": 5, + "id": "561e73a8-6c36-4baf-b1e6-3d2e05b0004f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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"output_type": "execute_result" } ], "source": [ - "plt.imshow(image_data_BW, cmap='gray')\n", - "plt.show()" + "df = transform(training_data[0:2])\n", + "df" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1e29869a", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {