{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n for filename in filenames:\n os.path.join(dirname, filename)\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-03-04T01:34:33.225345Z","iopub.execute_input":"2023-03-04T01:34:33.225863Z","iopub.status.idle":"2023-03-04T01:34:35.609275Z","shell.execute_reply.started":"2023-03-04T01:34:33.225809Z","shell.execute_reply":"2023-03-04T01:34:35.608099Z"},"trusted":true},"execution_count":5,"outputs":[]},{"cell_type":"code","source":"import cv2\n\nimport matplotlib.pyplot as plt\n%matplotlib inline \nimport numpy as np","metadata":{"execution":{"iopub.status.busy":"2023-03-04T01:34:37.617655Z","iopub.execute_input":"2023-03-04T01:34:37.618143Z","iopub.status.idle":"2023-03-04T01:34:37.850218Z","shell.execute_reply.started":"2023-03-04T01:34:37.618103Z","shell.execute_reply":"2023-03-04T01:34:37.848759Z"},"trusted":true},"execution_count":6,"outputs":[]},{"cell_type":"code","source":"orig_img = cv2.imread(\"/kaggle/input/ct-kidney-dataset-normal-cyst-tumor-and-stone/CT-KIDNEY-DATASET-Normal-Cyst-Tumor-Stone/CT-KIDNEY-DATASET-Normal-Cyst-Tumor-Stone/Tumor/Tumor- (1333).jpg\",1) # 1 indicates color image\n# OpenCV uses BGR while Matplotlib uses RGB format\n\nplt.imshow(cv2.cvtColor(orig_img, cv2.COLOR_BGR2RGB))\nplt.axis('off')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-03-04T01:38:27.112451Z","iopub.execute_input":"2023-03-04T01:38:27.112961Z","iopub.status.idle":"2023-03-04T01:38:27.309670Z","shell.execute_reply.started":"2023-03-04T01:38:27.112905Z","shell.execute_reply":"2023-03-04T01:38:27.308131Z"},"trusted":true},"execution_count":13,"outputs":[{"output_type":"display_data","data":{"text/plain":"
","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"orig_img = cv2.imread(\"/kaggle/input/ct-kidney-dataset-normal-cyst-tumor-and-stone/CT-KIDNEY-DATASET-Normal-Cyst-Tumor-Stone/CT-KIDNEY-DATASET-Normal-Cyst-Tumor-Stone/Tumor/Tumor- (10).jpg\",1) # 1 indicates color image\n# OpenCV uses BGR while Matplotlib uses RGB format\n\nplt.imshow(cv2.cvtColor(orig_img, cv2.COLOR_BGR2RGB))\nplt.axis('off')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-03-04T01:38:32.625495Z","iopub.execute_input":"2023-03-04T01:38:32.625979Z","iopub.status.idle":"2023-03-04T01:38:32.806193Z","shell.execute_reply.started":"2023-03-04T01:38:32.625939Z","shell.execute_reply":"2023-03-04T01:38:32.804381Z"},"trusted":true},"execution_count":14,"outputs":[{"output_type":"display_data","data":{"text/plain":"
","image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":"Converting the Image into Greyscale¶\n","metadata":{}},{"cell_type":"code","source":"gray_img = cv2.cvtColor( orig_img, cv2.COLOR_BGR2GRAY ) \nplt.imshow(gray_img,cmap='gray')\nplt.axis('off')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-03-04T01:38:40.871387Z","iopub.execute_input":"2023-03-04T01:38:40.871898Z","iopub.status.idle":"2023-03-04T01:38:41.020543Z","shell.execute_reply.started":"2023-03-04T01:38:40.871859Z","shell.execute_reply":"2023-03-04T01:38:41.018618Z"},"trusted":true},"execution_count":16,"outputs":[{"output_type":"display_data","data":{"text/plain":"
","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"# Performing Otsu's Binarization¶\nret, thresh = cv2.threshold(gray_img, 0, 255, cv2.THRESH_BINARY_INV + cv2.THRESH_OTSU)\nprint(\"Threshold limit: \" + str(ret))\n\nplt.axis('off')\nplt.imshow(thresh, cmap = 'gray')\n","metadata":{"execution":{"iopub.status.busy":"2023-03-04T01:39:34.831610Z","iopub.execute_input":"2023-03-04T01:39:34.832079Z","iopub.status.idle":"2023-03-04T01:39:34.995080Z","shell.execute_reply.started":"2023-03-04T01:39:34.832040Z","shell.execute_reply":"2023-03-04T01:39:34.993357Z"},"trusted":true},"execution_count":18,"outputs":[{"name":"stdout","text":"Threshold limit: 68.0\n","output_type":"stream"},{"execution_count":18,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"# noise removal\nkernel = np.ones((3, 3), np.uint8)\nopening = cv2.morphologyEx(thresh, cv2.MORPH_OPEN, kernel, iterations = 2)\n\n# sure background area\nsure_bg = cv2.dilate(opening, kernel, iterations = 3)\n\n# sure foreground area\ndist_transform = cv2.distanceTransform(opening,cv2.DIST_L2,5)\nret, sure_fg = cv2.threshold(dist_transform,0.7*dist_transform.max(),255,0)\n\n# Finding unknown region\nsure_fg = np.uint8(sure_fg)\nunknown = cv2.subtract(sure_bg,sure_fg)\n","metadata":{"execution":{"iopub.status.busy":"2023-03-04T01:40:01.915881Z","iopub.execute_input":"2023-03-04T01:40:01.916289Z","iopub.status.idle":"2023-03-04T01:40:01.956445Z","shell.execute_reply.started":"2023-03-04T01:40:01.916255Z","shell.execute_reply":"2023-03-04T01:40:01.955404Z"},"trusted":true},"execution_count":19,"outputs":[]},{"cell_type":"markdown","source":"Performing Distance Transfrom\nIn distance transfrom, the gray level intensities of the points inside the foreground are changed to distance their respective distances from the closest 0 value","metadata":{}},{"cell_type":"code","source":"plt.imshow(dist_transform, cmap = 'gray')\n","metadata":{"execution":{"iopub.status.busy":"2023-03-04T01:40:58.951653Z","iopub.execute_input":"2023-03-04T01:40:58.953155Z","iopub.status.idle":"2023-03-04T01:40:59.258154Z","shell.execute_reply.started":"2023-03-04T01:40:58.953107Z","shell.execute_reply":"2023-03-04T01:40:59.256854Z"},"trusted":true},"execution_count":20,"outputs":[{"execution_count":20,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
","image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":"Plotting the Foreground, Background and the Subtracted Image¶\n","metadata":{}},{"cell_type":"code","source":"fig = plt.figure(figsize = (20, 10)) # to change figsize\nplt.subplot(131)\nplt.imshow(sure_bg, cmap = 'gray')\nplt.title('Sure background, dilated')\n\nplt.subplot(132)\nplt.imshow(sure_fg, cmap = 'gray')\nplt.title('Sure foreground, eroded')\n\nplt.subplot(133)\nplt.imshow(unknown, cmap = 'gray')\nplt.title('Subtracted image, black - sure bg & fg')\nplt.tight_layout()\n\nplt.subplots_adjust(wspace = 0.5)\n# fine tuning \n","metadata":{"execution":{"iopub.status.busy":"2023-03-04T01:42:05.715543Z","iopub.execute_input":"2023-03-04T01:42:05.717010Z","iopub.status.idle":"2023-03-04T01:42:06.608286Z","shell.execute_reply.started":"2023-03-04T01:42:05.716945Z","shell.execute_reply":"2023-03-04T01:42:06.607069Z"},"trusted":true},"execution_count":21,"outputs":[{"output_type":"display_data","data":{"text/plain":"
","image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":"The background is denoted by black\nThe second image is distance transformed and thresholded\nThe white area is the unknown area","metadata":{}},{"cell_type":"markdown","source":"Displaying the connected components sure_bg and sure_fg¶\n","metadata":{}},{"cell_type":"code","source":"ret, markers = cv2.connectedComponents(sure_fg)\n\nmarkers = markers + 1\n\nmarkers[unknown==255] = 0\n\nfig = plt.figure(figsize = (20, 10)) # to change figsize\nplt.subplot(121)\nplt.imshow(markers, cmap = 'gray')\nplt.subplot(122)\nplt.imshow(markers)","metadata":{"execution":{"iopub.status.busy":"2023-03-04T01:43:36.256730Z","iopub.execute_input":"2023-03-04T01:43:36.257176Z","iopub.status.idle":"2023-03-04T01:43:36.922111Z","shell.execute_reply.started":"2023-03-04T01:43:36.257141Z","shell.execute_reply":"2023-03-04T01:43:36.920868Z"},"trusted":true},"execution_count":25,"outputs":[{"execution_count":25,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"markers = cv2.watershed(orig_img, markers)\norig_img[markers == -1] = [0, 255,0]","metadata":{"execution":{"iopub.status.busy":"2023-03-04T01:43:55.894555Z","iopub.execute_input":"2023-03-04T01:43:55.896111Z","iopub.status.idle":"2023-03-04T01:43:55.915494Z","shell.execute_reply.started":"2023-03-04T01:43:55.896054Z","shell.execute_reply":"2023-03-04T01:43:55.914456Z"},"trusted":true},"execution_count":26,"outputs":[]},{"cell_type":"code","source":"plt.imshow(orig_img)\n","metadata":{"execution":{"iopub.status.busy":"2023-03-04T01:44:09.205392Z","iopub.execute_input":"2023-03-04T01:44:09.205942Z","iopub.status.idle":"2023-03-04T01:44:09.455008Z","shell.execute_reply.started":"2023-03-04T01:44:09.205897Z","shell.execute_reply":"2023-03-04T01:44:09.453677Z"},"trusted":true},"execution_count":27,"outputs":[{"execution_count":27,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}