{"cells":[{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"import cv2\nimport matplotlib.pyplot as plt\nimport numpy as np","execution_count":2,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Some images have a background that represents shades of the same color."},{"metadata":{"trusted":true},"cell_type":"code","source":"# For Example\n\nimg_lst = ['10050ed12fbad46d.png', '100bbf5e832083d3.png']\n\ni = 1\nplt.figure(figsize=[5,5])\nfor img_name in img_lst:\n    img = cv2.imread(\"../input/train/%s\" % img_name)[...,[2, 1, 0]]\n    plt.subplot(2, 1, i)\n    plt.imshow(img)\n    i += 1\nplt.show()","execution_count":95,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 360x360 with 2 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"We can change it to white color by replacing colors of pixel of image boundaries to 255."},{"metadata":{"trusted":true},"cell_type":"code","source":"def rem_bkg(img):\n    y_size,x_size,col = img.shape\n    \n    for y in range(y_size):\n        for r in range(1,6):\n            col = img[y, x_size-r] \n            img[np.where((img == col).all(axis = 2))] = [255,255,255]\n        for l in range(5):\n            col = img[y, l] \n            img[np.where((img == col).all(axis = 2))] = [255,255,255]\n\n    for x in range(x_size):\n        for d in range(1,6):\n            col = img[y_size-d, x] \n            img[np.where((img == col).all(axis = 2))] = [255,255,255]\n        for u in range(5):\n            col = img[u, x] \n            img[np.where((img == col).all(axis = 2))] = [255,255,255]\n    \n    return img","execution_count":99,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Images after removing backgound color\n\ni = 1\nplt.figure(figsize=[5,5])\nfor img_name in img_lst:\n    img = cv2.imread(\"../input/train/%s\" % img_name)[...,[2, 1, 0]]\n    \n    rem_bkg(img)    \n    \n    plt.subplot(2, 1, i)\n    plt.imshow(img)\n    i += 1\nplt.show()  ","execution_count":100,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 360x360 with 2 Axes>","image/png":"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\n"},"metadata":{}}]}],"metadata":{"kernelspec":{"display_name":"Python 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