{"cells":[{"metadata":{"_cell_guid":"ebba0809-6591-4386-8e4a-ba8d1935dd57","_uuid":"af1935f19e6ffeca47d2933c39bfcaf5a816535a"},"cell_type":"markdown","source":"This kernel will implement classical image techniques and will hopefully serve as a useful primer to people who have never worked with image data before. Ultimately, we will develop a simple pipeline using `scipy` and `numpy` (and a little bit of `scikit-image`) that we can apply to the test images -- in fact, we won't even use the training images except to optimize parameters.\n\nI'll keep updating this notebook to try and improve it - user Gabro Vecsei takes a similar approach and scores 0.22 in [this kernel]((https://www.kaggle.com/gaborvecsei/basic-pure-computer-vision-segmentation-lb-0-229). My main intention here, though, is to help out people who are new to analyses, not to score highly. "},{"metadata":{"_cell_guid":"2b168289-7746-4255-b933-356bd04914b7","_uuid":"25fa830192ea11807891ec2f71487dbeb18364e3","collapsed":true,"trusted":true},"cell_type":"code","source":"import pathlib\nimport imageio\nimport numpy as np\n\n# Glob the training data and load a single image path\ntraining_paths = pathlib.Path('../input/stage1_train').glob('*/images/*.png')\ntraining_sorted = sorted([x for x in training_paths])\nim_path = training_sorted[45]\nim = imageio.imread(str(im_path))","execution_count":102,"outputs":[]},{"metadata":{"_cell_guid":"457b5a62-435d-44c5-a7d8-30367c5212f2","_uuid":"c6854798a17802a06c246173b84848011d266fda"},"cell_type":"markdown","source":"# Dealing with color\n\nThe images in this dataset can be in RGB, RGBA and grayscale format, based on the \"modality\" in which they are acquired. For color images, there is a third dimension which encodes the \"channel\" (e.g. Red, Green, Blue). To make things simpler for this first pass, we can coerce all these images into grayscale using the `rgb2gray` function from `scikit-image`."},{"metadata":{"_cell_guid":"3f389854-b251-4723-babf-9fd0d71e3805","_uuid":"3f03d9fd9cb23494b936e2ebd4535878efc2ccfd","trusted":true},"cell_type":"code","source":"# Print the image dimensions\nprint('Original image shape: {}'.format(im.shape))\n\n# Coerce the image into grayscale format (if not already)\nfrom skimage.color import rgb2gray\nim_gray = rgb2gray(im)\nprint('New image shape: {}'.format(im_gray.shape))","execution_count":103,"outputs":[{"output_type":"stream","text":"Original image shape: (520, 696, 4)\nNew image shape: (520, 696)\n","name":"stdout"}]},{"metadata":{"_cell_guid":"c298bcd0-2c4b-42aa-b0d1-f5b829515841","_kg_hide-input":true,"_uuid":"b1e6a69a5ae9121ff4f2f1a4fa96698f532a9375","trusted":true},"cell_type":"code","source":"# Now, let's plot the data\nimport matplotlib.pyplot as plt\n\nplt.figure(figsize=(10,4))\n\nplt.subplot(1,2,1)\nplt.imshow(im)\nplt.axis('off')\nplt.title('Original Image')\n\nplt.subplot(1,2,2)\nplt.imshow(im_gray, cmap='gray')\nplt.axis('off')\nplt.title('Grayscale Image')\n\nplt.tight_layout()\nplt.show()","execution_count":104,"outputs":[{"output_type":"display_data","data":{"text/plain":"<matplotlib.figure.Figure at 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RKFQsOJgt9tFuVzGbDbD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5ZRa/T6djt2Hq9Ho6Ojux2a9Pp1P6nNSSSKGpkUpJkGgiPjo7w/PPP20WCm5ubWF1dxd7eHobD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aoN06SZXoWOYoBCLZWXuTB84sll9pUdjabXfI1hgpar9cdqQRyuRzl83mq1+v04MED2tzc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\n"},"metadata":{}}]},{"metadata":{"_cell_guid":"5f5383ed-7c97-4c27-8ea4-ac4ae35bbd25","_uuid":"0a93026712b2a2ef54412c43873ac58197636917"},"cell_type":"markdown","source":"# Removing background\nPerhaps the simplest approach for this problem is to assume that there are two classes in the image: objects of interest and the background. Under this assumption, we would expect the data to fall into a bimodal distribution of intensities. If we found the best separation value, we could \"mask\" out the background data, then simply count the objects we're left with.\n\nThe \"dumbest\" way we could find the threshold value would be to use a simple descriptive statistic, such as the mean or median. But there are other methods: the \"Otsu\" method is useful because it models the image as a bimodal distribution and finds the optimal separation value. "},{"metadata":{"_cell_guid":"f145ff54-8e4d-4546-9913-e695bb7d9254","_uuid":"b76b12a4b26dc1a351d717a047bd90ea6aa3f7dd","collapsed":true,"trusted":true},"cell_type":"code","source":"from skimage.filters import threshold_otsu\nthresh_val = threshold_otsu(im_gray)\nmask = np.where(im_gray > thresh_val, 1, 0)\n\n# Make sure the larger portion of the mask is considered background\nif np.sum(mask==0) < np.sum(mask==1):\n    mask = np.where(mask, 0, 1)","execution_count":105,"outputs":[]},{"metadata":{"_cell_guid":"65033fba-1681-46fd-aa6d-c3e3fec09c1f","_kg_hide-input":true,"_uuid":"14792479e2019e59f6cd0388b40798debb9e34dc","trusted":true},"cell_type":"code","source":"plt.figure(figsize=(10,4))\n\nplt.subplot(1,2,1)\nim_pixels = im_gray.flatten()\nplt.hist(im_pixels,bins=50)\nplt.vlines(thresh_val, 0, 100000, linestyle='--')\nplt.ylim([0,50000])\nplt.title('Grayscale Histogram')\n\nplt.subplot(1,2,2)\nmask_for_display = np.where(mask, mask, np.nan)\nplt.imshow(im_gray, cmap='gray')\nplt.imshow(mask_for_display, cmap='rainbow', alpha=0.5)\nplt.axis('off')\nplt.title('Image w/ Mask')\n\nplt.show()","execution_count":106,"outputs":[{"output_type":"display_data","data":{"text/plain":"<matplotlib.figure.Figure at 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lMtlquVaLEKi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\nQmCC\n"},"metadata":{}}]},{"metadata":{"_cell_guid":"6b6afa37-f217-4c0b-a9d4-8e244d5384b9","_uuid":"47cc36785c751676f70dec7b25d2a4c56fe4cf0c"},"cell_type":"markdown","source":"# Deriving individual masks for each object\n\nFor this contest, we need to get a separate mask for each nucleus. One way we can do this is by looking for all objects in the mask that are connected, and assign each of them a number using `ndimage.label`.  Then, we can loop through each `label_id` and add it to an iterable, such as a list."},{"metadata":{"_cell_guid":"5c8b868f-1b2d-4939-914f-836d0aa7b50d","_uuid":"2475893dbeabff7c165283970eebea2fd2de9bd7","trusted":true},"cell_type":"code","source":"from scipy import ndimage\nlabels, nlabels = ndimage.label(mask)\n\nlabel_arrays = []\nfor label_num in range(1, nlabels+1):\n    label_mask = np.where(labels == label_num, 1, 0)\n    label_arrays.append(label_mask)\n\nprint('There are {} separate components / objects detected.'.format(nlabels))","execution_count":107,"outputs":[{"output_type":"stream","text":"There are 76 separate components / objects detected.\n","name":"stdout"}]},{"metadata":{"_cell_guid":"14e0c916-d8c9-42df-acd0-3a89f4d0d072","_kg_hide-input":true,"_uuid":"53cb03a6457b538ad803ffe4fc1159b085f2a72e","trusted":true},"cell_type":"code","source":"# Create a random colormap\nfrom matplotlib.colors import ListedColormap\nrand_cmap = ListedColormap(np.random.rand(256,3))\n\nlabels_for_display = np.where(labels > 0, labels, np.nan)\nplt.imshow(im_gray, cmap='gray')\nplt.imshow(labels_for_display, cmap=rand_cmap)\nplt.axis('off')\nplt.title('Labeled Cells ({} Nuclei)'.format(nlabels))\nplt.show()","execution_count":108,"outputs":[{"output_type":"display_data","data":{"text/plain":"<matplotlib.figure.Figure at 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2I7EwQsqOwfzQajPtd9Z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ruKH4pt08B8NVJyPPQ3ykMsGvbUqPEnFRrpTjSH5pUe20ETUWcluNZdjQ5u/H/qXP5Km4hKlb6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\nDFktjQm06wAAAABJRU5ErkJggg==\n"},"metadata":{}}]},{"metadata":{"_uuid":"a510167c5bc06a6843a4255d8e3505df23cb95f1"},"cell_type":"markdown","source":"A quick glance reveals two problems (in this very simple image): \n\n- There are a few individual pixels that stand alone (e.g. top-right)\n- Some cells are combined into a single mask (e.g., top-middle)\n    \nUsing `ndimage.find_objects`, we can iterate through our masks, zooming in on the individual nuclei found to apply additional processing steps.  `find_objects` returns a list of the coordinate range for each labeled object in your image."},{"metadata":{"trusted":true,"_uuid":"34ab91ec5564752381fe300645aa4e4732288e14"},"cell_type":"code","source":"for label_ind, label_coords in enumerate(ndimage.find_objects(labels)):\n    cell = im_gray[label_coords]\n    \n    # Check if the label size is too small\n    if np.product(cell.shape) < 10: \n        print('Label {} is too small! Setting to 0.'.format(label_ind))\n        mask = np.where(labels==label_ind+1, 0, mask)\n\n# Regenerate the labels\nlabels, nlabels = ndimage.label(mask)\nprint('There are now {} separate components / objects detected.'.format(nlabels))","execution_count":109,"outputs":[{"output_type":"stream","text":"Label 4 is too small! Setting to 0.\nLabel 5 is too small! Setting to 0.\nLabel 7 is too small! Setting to 0.\nLabel 8 is too small! Setting to 0.\nLabel 9 is too small! Setting to 0.\nLabel 10 is too small! Setting to 0.\nLabel 14 is too small! Setting to 0.\nLabel 15 is too small! Setting to 0.\nLabel 16 is too small! Setting to 0.\nLabel 19 is too small! Setting to 0.\nLabel 21 is too small! Setting to 0.\nLabel 22 is too small! Setting to 0.\nLabel 23 is too small! Setting to 0.\nLabel 60 is too small! Setting to 0.\nLabel 61 is too small! Setting to 0.\nLabel 72 is too small! Setting to 0.\nThere are now 60 separate components / objects detected.\n","name":"stdout"}]},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"28cc9fda0ca6b5e0060591ca9ed7f41d52919a20"},"cell_type":"code","source":"fig, axes = plt.subplots(1,6, figsize=(10,6))\n\nfor ii, obj_indices in enumerate(ndimage.find_objects(labels)[0:6]):\n    cell = im_gray[obj_indices]\n    axes[ii].imshow(cell, cmap='gray')\n    axes[ii].axis('off')\n    axes[ii].set_title('Label #{}\\nSize: {}'.format(ii+1, cell.shape))\n\nplt.tight_layout()\nplt.show()","execution_count":110,"outputs":[{"output_type":"display_data","data":{"text/plain":"<matplotlib.figure.Figure at 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MWbdsh7CTf0HCJOamxBS\nVXVckXE2oLMz28ENCJr004qx/Gkx/kWdXLuksx2MIBhL30f43boUIS+vDxSad9kOpoqq3qmqz4ze\nv6n29QJVPSDaU1V9mU6kKyMEAPMgk/1LmZy+eD2KMOsHEDRkCN69s0XkHaim2TkEYfnsIhE5DMAH\nEQKvfoGwPHapBjF/OyrJ6XuIX0HwrPmcnjcDOE5EVqrqPd0Z1oFDZ29+63chLKPPCwqj4yIgaFcR\nAmP+FkGzmqJVtgNrcxCqOvJWdJTtQFX/RUQuRfguHYZgjI8grDrUokW2g4sRsqecipBD9wUAviYi\nZ6jqA0Wb+ZjtgJB5Bz3IZH9SJqcXkfNE5IhcQ1X9gPOunozgDfTJ6ccRcs+egXCTuhgAROTYIjjr\n2EzXueT0fyGhEs9NMjlv7mIR2VZErv+NiDyh5vUa94jI/SLyKRE5KtPmtQjRv4/aBg25dzcCOL3D\n8xFyQNDZke0AqvphVV2tqjbp7ANwR52Ttcl2cDqCDOouDVlSvomgq/6vrs1cz3ZACAENZLIf6eHl\n2j8GcByC5OPjAL4qIscX+9Yj6BCfCOC/ISzBf7DmJT+EENyxsjiuH2E5OL7GRQhR8Vcl+uByLeka\nszHbQZFO6ikSOBbhO/0hLSrFTSfbAYJe9nwROa7o//kIxrs3vud6tgMySxHmLS+RkC5yvYjUzds9\nCUosyH6lF5driyV542oReRWCfOP/qOpWBJ0rAGwqpB9fRw1tsKruxkTuxm0i8sZi3APFZMH4DYSA\nxe8muuFyLekmIwgBaX8kIocjfBa/hqDrjnklgKMBrHPfzWtV9fcRMlFcjpB5oB/AzwFcAYRVn2L7\nKamJrapuE5HvIGjLPyciKxG+f48B2OrO9XpVvQ5Bk/4ZAMcX4/8UQoYDYwWCdjzFfwXwq5jI/Wrb\nz1PVf0OQ3xyPEOx5BIJs4/Wmfy5iHE7B5BiHnuCCCy6oaH0XL67aBgsXLqy8XrFiogbEI49Ui87F\nx27fvr3y+pBDDqm8fuyxx1ruHx4exlRp1/d991VvD3fcUV1MuPfeiY9dPI52fe/du1fQQ0jIy/0B\nBBnQPoRsSG9R1R8W349JTpoDQJm3vBjTtQgpM5+AcD/9gKr+g9t/LoAPIwTs3gzgojqywmJF9isA\nTkIIml0H4O2qelOx/yIEG8JPon9VVdeo6mMi8o8IDrK3TeUiaSCTA4aqrheRq5AxNt1yrU/E75dr\nx1PHtWEtgpyh5dBQrRRUd1877OYUH/9aAJ+OA1UkJGo/AVyuJV1CQ57nV7TYfxWKlQ9VvQjF5DfR\n7hEAbyge8b57EfIPt+JShMnr54sbZ/Y7qKoPAzitRV/PBvDmzLHfbdO3IsRGxGWIjbcDeL/OVB5W\nQhwuEP4NCJLEgxE+790IhL/Qbf4LAK8rjNKTAKwRkdtU9UeFkfslBJnkVxGM688BeFaN0+1GiAm4\nG0WmGoQV4MXOPvh3VT07c/xnAPxYRP5EVTt+jyixIPuNXlyuFZHDJVT6WSgh+fyFCAFzlnz+nELX\nLMV4L0eYsdo4ryqM/NT1niUiJxZjPBKhHPIaFxGP4r14LoKuOuaXAGye7QF6XNarIiJfEpH/3u1x\nzCZmUbaDt6nqRw5E34TUoAyEV9V9qjqqqjeq6lqglBd9v3j+DgmVJu0xZvcyETlMQrXKB0Vki4i8\nV6qFmloxKRBeVX/qDFAtHiZj/A2EnNP/tzjmMgCnF4Z0S1R1r6puKKRQguAxPwIhS1ZbVPV+hFXl\nOsb4JGggk/2JLdfeLCKPIhjGdyC9vOGXa+0L/LFi32sQZsZ3Iny4v4CiUlphzO6WTJCeqm4DYMu1\nQJBrvBchCPAhhLymL9VQoQcIqb4sMf0PivG+yXXZarn2OIQUZSPFcY9hspTktxBmuD9LHH8hQoWg\nnkd6rBxxMaY3SigF/FhuElO0u1REVESeV/dEIvJxEdkgIr8olvH8PiluKFuK92ONiPiAtMsRymcT\nQsj+pGcD4UXkIyKyByGu50GEdIxAkIKUq6RFoPrPiu21EJG1CPnK/xnAPxSxScYZEgLw7xKRS4qV\nWc86TDEQXvbDhJ2QnkJETkH4Afil6XikRORghC/2aXEU/XSREDjwXQBn9GBKugrFst69mLyst9U8\nFzMwhiciFF5Zau+XiPwGQhrAFwJoFhKA+LjjEfSiRyIEZX275vn+J8IP/RUA/r6QGti+VyDo6s9G\nKIP9XgAvVNWnuzZ3A3iVqva8x5vMHd70pjdVfu9izfHRRx+N3P6BgYHKvlibGxNrlmNira/X9h52\n2GGVfXv3tv4J7FQ33EqT7PXIdfpW1V7TIJ+MoKt9HoBjEAzR3y20/BehSKXq2jcR8np/XlWvkBAI\nfy9C/v7Ros2rEPJ9P7fG+T8BYKeqvjOxbwGA/4KQxvMKVR0TkU8C2OHbi8hNCBVRr+rguhcC+HUA\nB2tRq0BEjkPwVt+DYHB/DsA16lI3ish1CHFOf1b3XMa88CAXHp6LZ/pY0h3213Ktqj6uqifvb+O4\n6Ht70XdPG8cFvbqs9yVV/TJCJbgcf49wM+lIM6ohjdi/IHgtYp6EUF3u5xpyc1+LELjlWQPg/E7O\nSQgh7VDVdap6kaouR0jHuBRhwp6jVSD8wyLyMEIe+rrZHpJ5y4ux7VPV7wNYjol4hN0IFSo9A8gU\nB8pRyC2uB/BOETm92PZzVd2kISXj7QD+DCFjlGfKgfCzKkhPQuqei+t6gWYSEfkDAMtU9V0i8j2E\nym1mQDwFoTzqmQCO7LUZKSFtKJf1AHwWobjCrlRDVf0AQoS1adBvRnVZbxvCst4TEIJN7gNwZbGc\ntxbBW59K4ZfLb51FRF4O4HEN6QM7ObQdnwXwShF5MoBNCEGYcTXAdagGn/YMl1xySTlxjD15hvfo\nHX744cntS5ZMZG/03sRcn94z5/vxz30/W7duhcfvu+eee5LPPQ8/3Nk90Y/PeyTrbOdvOukGPRwI\n34cJDfJPfXsJdQaOL7ZPhQaCvDEV3J4Ksj8Zwf7qmHnhQZ4hzgTwIwnVn05G0M8aYwhGwutSBxLS\ny2jv5rfOIiKHAng/gLfUPaYDHgTwbwgG+yiAlwN4a9SG+a0JIfsV6c1A+MUicoGIHCoiC0TkhcWY\nvlO0/ycATxGRlxXH/CmAtTqROvEyEVmTud5nFfEvB4tIU0T+GKF40M12jXYfkhD0dwmqQfbLEAL6\nJr0/dZhVHuQchVD9GoQAsT6EoKrfLyIYjeNF5BaE2dQaAL+tqkPF8c9CKA5xCoKW5c2quqbDYTwD\nwb1/IoBNfmZWBIRtEJETOr86QrqP9mB+6za8B0GLtqmDY+pyKUKBmBUIOT9fDeA7InKqqu4p2jC/\nNek67XIVew1yO81xTKxvbneu3MpCal+7Y+OczHH7WE/t8z3HeudOr7vL9FzecgTHyRsQAs4PQrCh\n3qKqXyna7xCRlyHI3a5FMG4vcF22CoQ/BCE71HEIjsbbAZyvE2XfzwVwVeEQ2Vb0/353/P8AcLVO\nIcUbMEcMZIR/yqcQ8nkuAPCPCP+Ml7o2r0EI5tmEkAz+7wC8uphhfB0h28A3Ed7wL4rISaq6o9VJ\nJZQs3Ybg0j8UweV/MIAFha7nL1V1zkezNxqNcsm2r68P4+NTWbWp4vup02dfX/Wj3Gg0Jm0fGBjA\nsmXLAIQk+NbGt/M/+vv27UN/f7DJms1m2X5srCpJtrGNjY0lz9toNDA6OpHH3J4//vjj5Q+/P3Zo\naAhXX311zy7Z9vCynudcAMsL6RMQbhSfF5ErnNE+VU4H8Dk3Ab9KRP4WYYJtQXk9W47YSyM8XpLg\nZRX+O+ENlVybOnhjyhssfvsxxxxTOca/9ufzz73cos6Y2gWHxWOqs52QA4X2Zt7yHQjVJVuN+9sI\nxT5SnInwe5067rtokYFCVd+OkJt8EoV99jqEtK5TYk4YyKq6E8AX7bWIvA/Av0bNrlHVO4r9lyAk\nj34tgvfnBlW1lCTfkpBr9UVI5671530MwOFFEN+pqvpWCflg362qt+yPa5tt7A/jeH/0441YM3L7\n+/sxODg5fWKz2ay0P/jggyeNY3x8vDx2ZGSkbN9oNErDtr+/v2LUewM8RV9fX+W8prH0xnQvUHiM\nz0dhFNZc1jsrXtYrvht/XXz/diMEuy0vfgTb8S0AHxKRhS6LRR/Cb9gChEnpQgDjhQF+LoLH2vgh\ngD9CUSJYRC4DcI6qnpO55oMRJt4CoFH0/biGfJw/BPByEfksQuqkC4tzbXRdPAfht4UQQuYUqnon\nwira/ujrafujn0S/jyFvlNdiTmiQRWSRiFwpIveIyDCA7yEYrj5C3i/l3oNwQzsKYen35RbNWXh+\nz0aRd7fNeT9btP8ogItF5BGEG/ONhZyDkLlAL+a3BoB3I2iA34lgjI4W26CqO1V1qz0QEszv0lAe\nHGi9rAcEjd4oQmnijxfPzRNxBYJ3+McIS5xvBfAyDRXeICE/9KPzdZJMCCFzgTnhQUa4UZ+I4LXa\nKiJPA3AbqtGMK9zzYxH0LA8hGM7XqOrvdnpSVb2gCMrbinCj/1UAL1dVeo5QXxrRrk2r/bG0wvBS\nB9OjLVmypGzfaDQqx6aWY70XOPYOm5d3fHy89FADE57rvr4+NJvNyjYg5Ny0PpvNZtlPo9HAvn37\nAADbtm3LXm836NFlPVXVyxCqMrVFVVdFm7LLekX7c1rs2wvgfxaPFO8E8K464+oGXibhM0PkZAs5\n2YPf7tvnMlR4/Hl9m1zGiBgvE/Ht/HMvt8idz1NHMlF3fN3Ca22BzvS1cV7jxYurWb/ivuL97fIi\ne91wfGz8Xsaa47jvuH27/nKfZ2DydcX6ZjJ/mY0Gsi13GuMIIvNRAA+LyCDCjTTm1SLyaQCbEYLp\nvqCq+0TkWgA/LCIvv43gWX4WgI1RkF+OkwH8rOjr6ZjQIJZIUMgfguA9s4TXOlXh+GxhfHy8NEJz\nRq7fvr/0y974HRgYKKURg4ODpdFqf+PzeqN1z5495Q/16OhopY0Zxf5cQ0NDZb+NRqM0jEdHR8vn\nvv+xsbHK9Q4NDVX+kiqzYVmv6PtlB6pvQgghM8NsNJBviF6/DyGa/jMIHuEHEHLevTRqdw2Cl+sk\nhApmbwAAVb1PRF6CkLv1eoSl2FuQ8HJlOBPArcXzpxf9xKxECA40RhFkHqtqnoMQQggh8xALhI8d\nO0A1Y4dVSly+fHm5zfbbsY8/PlEzyVYtFyyYUKPu3r270n9xfgATq6Hey24rniMjE1k4rTphyuEV\nB7nn2hl+HHUcaHWdbHVyl88qAzmxTOo5J3p9pTsu3hf3ezMyUZg1jv00QlYMqOqLM202Y3Ly6nlB\nJx7hnMe5rgwjJbfo6+ureJDtuc8aET8377D3/MZ9pjzFjUZj0rhtux+ntRkdHS1/rLZt21YWRqAH\nmRxIvIRnOpkofD85mYRfKu80q0TcPncO3y7OfGF4uUXuHHUyWnhmQ3qwdiWdW8ki2pVzjvtqJznx\nMoh2beO+Y+lILKnohPjY6chSZgq73/h7nMmM/PVYliZ/z7F7njeuDbt3+fuWBamnDGS7N/rvjZ3T\n/x5s2bIFQPVeFgefp+6tKVrd+1P325zssk5/MbPKQCbzkzofaK8X9s+XLFlSfqlb6ZVt3+DgYEUX\nbDPhsbGxpEzC2gHhx8Mf62fUXm7hsdn69u3bsWPHjtrXSwghhJADBw1kQkiShQsXarztjDPOqLyO\nvS9AdXnPOOGEyTVyjj/++MrrlFfJJg2tSB1X1wsUt7MJUbttnXobjcsuu2xeriQRQshsgwYy6Sly\n3tN2wX4xPvexabC8HML345eeYolFXJHJ2ntPsT330ovx8fFkrmR/7u3bt2PTpiBN37VrV9m+7tIT\nIVPByypy5DJU+GIinfbp8X3mjo0nIf61P8bLCPwyb65ym58U+eupI7foxcwVZO5j9xWfMckXvTLs\nfuXbxX2ktqXqBqSw/o888shy286dOwFUM8tYO5NaABNyC3M4pIpneVL3+tgOSOmT20ks2u2vtK3d\nkpCadGrMTvc8QFVz1Wg0KhXwTOfbbDaThTy8xCLWbvkMFfYlHhkZKbcPDw8n07+lDGsg/BBYgMPd\nd9+NXbt2AQg/UD51HCGEdEqrUtJA65LNnRr/cV/t0qd10v+xxybTodfuu9W54vdk9erVldepFSMy\nP+lJA1lELgTwWlV9wQE+zykAPq2qzziQ55kuRdGR31bVn3Z7LIQQQgiZOczhs2rVqnKbeY69we/T\njxrmzDniiCMAtHfAmKPGe3UmZudkAAAgAElEQVTN4WPnSpWr9+e0gPOVK1eW2yxY0CYg3rts8Tqp\n2J5coHx8La22TZWuGcgicjZCSrRTEVKrrQPwFlX9oapeB+C6GRjGnwP4KzemNyIUOXgqgOuLogeT\nEJFLEQoUPL+oMd4SETkKwFcQUswtQLjWt6vqTcX+QwBcjlCFrImQbu7NqmqfjL9CyN08K/KrduoB\nrZO5wntp6xQfsT6bzSYWLVoEIHz5/DKTl0ZY+/7+/mSJ6PHx8fLYkZGRyhi8NMJnqPByC/+jcP/9\n95f95HIiE3KgsJsXkM9ikctukMtQ4aUK/qaYI5fRopXMIZfFItfG48fU6bFT1ZsTQmY3XTGQRWQA\nwNcQcg1/HqGAxrMBzFh+FRF5IoDnArjQbX4AwHsBvBDBUE0ddzyA3wTwYAen2w3gdwDcDUARyuV+\nVUQWq+o4QuWtZwB4CoIB/VWEkrlW8OSfAXxMRJ6oqp2ct6eYago3T5zOLTVTbjQa5c3bp3bzumDf\nj+8jTvlmxDd0O9bPeH3/wIS+a3h4uFzK3Lx5czlb9ilwUgZ3t7Gcmp54WfWoo46a1CYlL0ltq5Oq\nKWVI1al0lTpfaum0ztJsqq/UexNTJ8CQEEJIb9ItD/KTAUBVry9ejwK40XaKyEUALlbVs0XkHQD+\n1B17CIDrVPUiETkMwAcBvAjALwB8CsClqrqvxhieD+DWomwsivF8qTj/MwBMDsUP/D2APwbwkRrn\nsH73AthQ9H0Qgsf8CACDALYDeDGAK1R1qGjzdwCuQGEgq+peEfkRgBcAuLrueQkhhMxf4sldPEn0\nk9R2paQ7zQ8cTzZblZqOX8de+3Za6njCGl+nz7bTboKdyrjTbUweYc4eYOI98VmDUoF4sezCfyZ8\nalTDnDU+4NWOSRUnaRVz5MdjDiHr1/exefPmShsAldXVTpiurKLS137rqTPuArBPRK4G8FkA/6Gq\nu1INVfUDKKrTicgKADcjeJ2BYCxuA3ACgCcgeKXvA3CliBwLYC2A01T13kTXT0VhtNZFRF4O4HFV\nvSFUj+4MEVmLILNoAPgHVbVvqqBaSEQALBeRw1TV1jrXATi945POELkvid9eRxph5Ap/xKQyRcQS\nC8PnKY4zVNjY9u7dWz4fHBwsn3svcyzDSJWpHh8fL5eyd+zYUcoqdu3aNcnr7K+DkG6RkxJ4uYVv\nk8to4Q2plFYRyBcryWWniI/xY/KGmC8U4mUVa9euTW7315MrfDKdYiKEkNlLVwxkVR0uNMh/DOAT\nAI4RkRsA/K6qbksdIyJNAF8G8KHCQF0C4DwAh6vqKIBHReRvAPwegCsLo7hV7qHDAeysO2YRORTA\n+xG8uFNCVU8TkYUAfh1BVmJ8A8CbReRfESQWbyq2LwJgd4IRAE+c6rm7RU5EXyfTRS6VS0oaERvT\nvtKdN5JT+uLR0dFylu0Lgvix7dmzpzw2nsVbJorR0dFKpgu74W7ZsqUShJDqP3e9hBBC5jc2WfT3\nBku15r3vPjNTjC+GFZPyPPt2di/zcTgxPj2cTSpjx5Ifh+/DtpkjCZgoouUnrnWr6u0vunYnVtV1\nCAFxEJGTAFwL4G8BvCpzyCcBbFDVK4rXKxE8sQ86b+5BCB7kOuwCkE/4N5n3ALhGVTd1cMwkCrnF\n9SKyTkR+rKo/AfA+BIP9xwg67E8AOANBfmH0A0i7bAg5AKQKfsTbUumYUseldLx10j6llnXbLcfm\njkuNIdYJp8aU0hun9My51H6EEEJmHz3hqlLV9SJyFYDXp/aLyDsBnAjgbLf5PgRj8qgi0K1T1gJ4\nbQftz0WQPfxB8fpoAJ8XkSuc0d4JDQDHAfhJ4QF/Y/GAiPwegB9FWuqTESYRPUmd2VsuE0VK/xRv\n99tynmPvWbbZqZcuxAU7UgnRBwcHK1kpfPtYhwVUZ8HDw8Pl6y1btpRpbHyuZD8e/7yupISQ6eJl\nDF4m4eUJftKRe+4nIX5ikZNe+O254iC54h5APrOG7ysngfD9+jZeApK7zhy9KLdop+3tJA9y/H7H\nOuB4EtppDuZWbWPiSWq7Cpjx/6aV7ji+7lbjJPOLbmWxOAnA+QA+p6r3F9riVwH4j0Tb8xAkB2cV\nhiQAQFUfFJEbAfy1iFyCkCniSQCWq+p3awzjWwA+JCILLVBPRPoQ3pMFABYUcojxwgA/F8GoNX4I\n4I8Q5BEQkcsAnKOq5ySu4VlFv7dgQkKxBEFPDRFZhpDd4kEAZwG4BMDr3PGHADgTnRn0PUFKStHK\nmM5VxvH6Yp9lIiWliDXIKUPYn6fZbJY/0M1ms7xpDg8Pl5KJRYsWVfr3OmKTWOzcuRMbN24EEIIN\nUhWDWlUKpMSCEEJIjN3D/CqVrxAb4+8hdv+x+5e/H/lUpPG2uGiWb5eKmfEyDbuHpirkpcZtx1ow\nIgA88MADk461IL5Uv3XpRIpx0JTPMj1GEAzBm0XkUQTD+A4Ab0u0fSWCt3adiOwuHh8r9r0GQct7\nJ4Jk4gsodLoicmzRNlmSp9A6fwch5ZrxboSMGu8E8Ori+buL9jtVdas9EDJR7FLV3cWxKwDclLne\nQwB8GEHzvAUh68b5qmqfgOMB/ADAowiBh+9U1Rvd8b8GYI1rTwghhBBCDhDdCtLbAuAVLfZfBeCq\n4vlFKLTKiXaPIORSfkNi370ADm0zlEsBXC0in9fAZQgFQNqiqquiTWcieJlTbb+LFhkoVPV7AOL+\nPG+H8yjPFnI5jmMvcUp64b3AcRlpm20ODg6WS4jNZrPc3mw2KzNtKxTis0zs2bOn3O+PHRwcrGSi\n8FkyUrrTbdu2lV7jjRs3ljPcoaGhSRIKgxkrSDfxy9k5eUJOepCTOeRkFX75OpcNwi9p+/7rFByJ\nz5Eba65QSG5pP9dPL8oqyNzH7mepYLp295NYbpjy3Ppt/p5q2H67v6Wkh759KiDQzp+6Bn/vNiwI\n0d/L7777bgATkplUsGAn2bLaMa/XclX1TgDP3E99PW1/9JPp+6wD1ff+IDZs2+mLvd62VWq3lKxi\ncHCwvNktWbKkXHryxw4ODlZKY9oXs7+/v5KtIlUQZGRkZNJyUmqcpi9et24d7rnnHgBVWYWnjnFc\nV4Iyk6QKecRawFQAW91gtfi9qntcbKTUzc+aKtwR6w+nGkyYGkeneWMJmS6x1jb+DE4nkDQ+Nu67\nTgGf3LHxxCvWAce/Fe3Onfodzh0bU6eAEZkfzGsDmRBCCCGkl1mwYAGAqkc25YlNOVfiVZKUB9l7\nYu15qp1NkrwGOBXjY/gUbbFW2uuNU9tsHK0C932fNinan6u1NJDJtMkVB2k0Gh3l/I29xz7Qzmb1\nq1evLp8PDAwkgxH8sQMDA+W5RkdHyy/6kiVLyrGNjo6WbXKeB1/hZ/v27WXln3Xr1lVyHLMICOl1\ncjIBfyP1Hr06Uf0nnnhisn9/7F133dW2Hy/tiIuM5OQaOXmHx3sNvdzCivnE2/01+CIjLBpC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1SGuTUtjoBRHWqHqVujqnz2epBK1JjSBkGqcnsfffdV3md0l0TQshUSXmQvUPFe5ONuFaAb2/9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\nSUVORK5CYII=\n"},"metadata":{}}]},{"metadata":{"_uuid":"c44a9f56a96eb0b65464f1b20a3738dc4051826d"},"cell_type":"markdown","source":"Label #2 has the \"adjacent cell\" problem: the two cells are being considered part of the same object. One thing we can do here is to see whether we can shrink the mask to \"open up\" the differences between the cells. This is called mask erosion. We can then re-dilate it to to recover the original proportions. "},{"metadata":{"trusted":true,"_uuid":"aea9549db2f19d7551fb2a021bd877572c8555fb"},"cell_type":"code","source":"# Get the object indices, and perform a binary opening procedure\ntwo_cell_indices = ndimage.find_objects(labels)[1]\ncell_mask = mask[two_cell_indices]\ncell_mask_opened = ndimage.binary_opening(cell_mask, iterations=8)","execution_count":111,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"cc2b1241e08673952bc6da9f4d05b95608a2c1e8"},"cell_type":"code","source":"fig, axes = plt.subplots(1,4, figsize=(12,4))\n\naxes[0].imshow(im_gray[two_cell_indices], cmap='gray')\naxes[0].set_title('Original object')\naxes[1].imshow(mask[two_cell_indices], cmap='gray')\naxes[1].set_title('Original mask')\naxes[2].imshow(cell_mask_opened, cmap='gray')\naxes[2].set_title('Opened mask')\naxes[3].imshow(im_gray[two_cell_indices]*cell_mask_opened, cmap='gray')\naxes[3].set_title('Opened object')\n\n\nfor ax in axes:\n    ax.axis('off')\nplt.tight_layout()\nplt.show()","execution_count":112,"outputs":[{"output_type":"display_data","data":{"text/plain":"<matplotlib.figure.Figure at 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hBss\nAAAAAMiEGywAAAAAyIQbLAAAAADIhBssAAAAAMiEGywAAAAAyIQbLAAAAADIhBssAAAAAMiEGywA\nAAAAyIQbLAAAAADIhBssAAAAAMiEGywAAAAAyIQbLAAAAADIhBssAAAAAMjk/wMqVM3fHP7GaQAA\nAABJRU5ErkJggg==\n"},"metadata":{}}]},{"metadata":{"_cell_guid":"ad2b865b-678c-41de-9db1-133462f20377","_uuid":"9f417451b0234f5f714be676cd5a217873b8fe98"},"cell_type":"markdown","source":"# Convert each labeled object to Run Line Encoding\nFinally, we need to encode each `label_mask` into a \"run line encoded\" string. Basically, we walk through the array, and when we find a pixel that is part of the mask, we index it and count how many subsequent pixels are also part of the mask. We repeat this each time we see new pixel start point.\n\nI found a nice function to do RLE from [Kaggle user Rakhlin's kernel](https://www.kaggle.com/rakhlin/fast-run-length-encoding-python), which I've copied here."},{"metadata":{"_cell_guid":"29ea6b76-766c-487d-8f88-d6b0e288e94f","_uuid":"4d64b21aa0f26d177863b3cae7fb91e80bc39180","trusted":true},"cell_type":"code","source":"def rle_encoding(x):\n    '''\n    x: numpy array of shape (height, width), 1 - mask, 0 - background\n    Returns run length as list\n    '''\n    dots = np.where(x.T.flatten()==1)[0] # .T sets Fortran order down-then-right\n    run_lengths = []\n    prev = -2\n    for b in dots:\n        if (b>prev+1): run_lengths.extend((b+1, 0))\n        run_lengths[-1] += 1\n        prev = b\n    return \" \".join([str(i) for i in run_lengths])\n\nprint('RLE Encoding for the current mask is: {}'.format(rle_encoding(label_mask)))","execution_count":113,"outputs":[{"output_type":"stream","text":"RLE Encoding for the current mask is: 210075 6 210593 8 211112 9 211631 10 212150 11 212669 12 213189 12 213709 12 214228 13 214748 13 215268 13 215788 13 216308 13 216828 13 217348 13 217869 12 218389 12 218909 12 219430 11 219950 11 220471 10 220991 10 221512 9 222033 8 222554 7 223075 6 223596 5 224117 4 224639 2\n","name":"stdout"}]},{"metadata":{"_cell_guid":"42577f67-935c-4269-b6ef-d7c166723779","_uuid":"dfcd51eaaa5fdf144ce7e9de6397e8abea0b50b9","collapsed":true},"cell_type":"markdown","source":"# Combine it into a single function\nNow that we've seen the basic steps to processing an image in a \"dumb\" way, we can combine it all into a single function. This function will take an image path, perform the processes outlined above, and spit out a dataframe with the RLE strings for each mask found. \n\nWe also create a wrapper function that will spit out a single DataFrame for all images in the dataset."},{"metadata":{"_cell_guid":"0d32b900-8f40-4eff-8465-0f715f24faf6","_uuid":"944f216004fa635201470b8eaa28a446d9679516","collapsed":true,"trusted":true},"cell_type":"code","source":"import pandas as pd\n\ndef analyze_image(im_path):\n    '''\n    Take an image_path (pathlib.Path object), preprocess and label it, extract the RLE strings \n    and dump it into a Pandas DataFrame.\n    '''\n    # Read in data and convert to grayscale\n    im_id = im_path.parts[-3]\n    im = imageio.imread(str(im_path))\n    im_gray = rgb2gray(im)\n    \n    # Mask out background and extract connected objects\n    thresh_val = threshold_otsu(im_gray)\n    mask = np.where(im_gray > thresh_val, 1, 0)\n    if np.sum(mask==0) < np.sum(mask==1):\n        mask = np.where(mask, 0, 1)    \n        labels, nlabels = ndimage.label(mask)\n    labels, nlabels = ndimage.label(mask)\n    \n    # Loop through labels and add each to a DataFrame\n    im_df = pd.DataFrame()\n    for label_num in range(1, nlabels+1):\n        label_mask = np.where(labels == label_num, 1, 0)\n        if label_mask.flatten().sum() > 10:\n            rle = rle_encoding(label_mask)\n            s = pd.Series({'ImageId': im_id, 'EncodedPixels': rle})\n            im_df = im_df.append(s, ignore_index=True)\n    \n    return im_df\n\n\ndef analyze_list_of_images(im_path_list):\n    '''\n    Takes a list of image paths (pathlib.Path objects), analyzes each,\n    and returns a submission-ready DataFrame.'''\n    all_df = pd.DataFrame()\n    for im_path in im_path_list:\n        im_df = analyze_image(im_path)\n        all_df = all_df.append(im_df, ignore_index=True)\n    \n    return all_df","execution_count":114,"outputs":[]},{"metadata":{"_cell_guid":"58b07c91-855f-4e6d-a9d8-457750d9ad4a","_uuid":"b7e21d3b95d7936904bfed088a880a5c78f0fa18","collapsed":true,"trusted":true},"cell_type":"code","source":"testing = pathlib.Path('../input/stage1_test/').glob('*/images/*.png')\ndf = analyze_list_of_images(list(testing))\ndf.to_csv('submission.csv', index=None)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"collapsed":true,"_uuid":"51fdaa6a207574dc67d497eca81eb8d757021fe4"},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.4","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":1}