{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import numpy as np \nimport pandas as pd \nimport os\nimport imageio\nfrom skimage.color import rgb2gray\nimport scipy.ndimage as ndi\nimport matplotlib.pyplot as plt\n%matplotlib inline","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2021-12-30T14:20:24.307058Z","iopub.execute_input":"2021-12-30T14:20:24.307346Z","iopub.status.idle":"2021-12-30T14:20:24.977657Z","shell.execute_reply.started":"2021-12-30T14:20:24.307308Z","shell.execute_reply":"2021-12-30T14:20:24.97654Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"im = imageio.imread('../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/00000/T1w/Image-1.dcm')\nim","metadata":{"execution":{"iopub.status.busy":"2021-12-23T23:10:24.807741Z","iopub.execute_input":"2021-12-23T23:10:24.808449Z","iopub.status.idle":"2021-12-23T23:10:24.819703Z","shell.execute_reply.started":"2021-12-23T23:10:24.808399Z","shell.execute_reply":"2021-12-23T23:10:24.818766Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"im.meta","metadata":{"execution":{"iopub.status.busy":"2021-12-23T23:10:27.259645Z","iopub.execute_input":"2021-12-23T23:10:27.260704Z","iopub.status.idle":"2021-12-23T23:10:27.270806Z","shell.execute_reply.started":"2021-12-23T23:10:27.260653Z","shell.execute_reply":"2021-12-23T23:10:27.269671Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#im = imageio.imread('../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/00000/T1w/Image-10.dcm')\n\n#plt.imshow(im , cmap = 'gray')\n#plt.axis('off')\n#plt.show()\n","metadata":{"execution":{"iopub.status.busy":"2021-12-18T13:32:51.674993Z","iopub.execute_input":"2021-12-18T13:32:51.675354Z","iopub.status.idle":"2021-12-18T13:32:51.684909Z","shell.execute_reply.started":"2021-12-18T13:32:51.675304Z","shell.execute_reply":"2021-12-18T13:32:51.683797Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"vol = imageio.volread(\"../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/00000/T1w\")\nvol.shape\n#vol.meta","metadata":{"execution":{"iopub.status.busy":"2021-12-23T23:10:32.327289Z","iopub.execute_input":"2021-12-23T23:10:32.327634Z","iopub.status.idle":"2021-12-23T23:10:33.077215Z","shell.execute_reply.started":"2021-12-23T23:10:32.327601Z","shell.execute_reply":"2021-12-23T23:10:33.076098Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.imshow(vol[20] ,cmap= 'gray')","metadata":{"execution":{"iopub.status.busy":"2021-12-23T23:10:34.732235Z","iopub.execute_input":"2021-12-23T23:10:34.73319Z","iopub.status.idle":"2021-12-23T23:10:34.996574Z","shell.execute_reply.started":"2021-12-23T23:10:34.733134Z","shell.execute_reply":"2021-12-23T23:10:34.99575Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"f , axs = plt.subplots(nrows = 1, ncols=3 , figsize = (10,10))\n\naxs[0].imshow(vol[0] , cmap = 'gray')\naxs[1].imshow(vol[10] , cmap = 'gray')\naxs[2].imshow(vol[20] , cmap = 'gray')\n\nfor ax in axs:\n    ax.axis('off')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2021-12-18T17:22:55.376825Z","iopub.execute_input":"2021-12-18T17:22:55.377187Z","iopub.status.idle":"2021-12-18T17:22:55.651442Z","shell.execute_reply.started":"2021-12-18T17:22:55.377145Z","shell.execute_reply":"2021-12-18T17:22:55.650483Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"f , axs = plt.subplots(nrows = 1, ncols=3 , figsize = (10,10))\n\naxs[0].imshow(rgb2gray(vol[10 , : , :]) , cmap = 'gray')\naxs[1].imshow(rgb2gray(vol[: , 10 , :]) , cmap = 'gray')\naxs[2].imshow(rgb2gray(vol[: , : , 10]) , cmap = 'gray')\n\nfor ax in axs:\n    ax.axis('off')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2021-12-18T17:23:18.173325Z","iopub.execute_input":"2021-12-18T17:23:18.173677Z","iopub.status.idle":"2021-12-18T17:23:18.402526Z","shell.execute_reply.started":"2021-12-18T17:23:18.173638Z","shell.execute_reply":"2021-12-18T17:23:18.401412Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"im = imageio.imread('../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/00000/T1w/Image-14.dcm')\nim.dtype\n# type of int16 takes range from -2^15 to 2^15 with bins of 2^16","metadata":{"execution":{"iopub.status.busy":"2021-12-18T19:14:32.837003Z","iopub.execute_input":"2021-12-18T19:14:32.837339Z","iopub.status.idle":"2021-12-18T19:14:32.850883Z","shell.execute_reply.started":"2021-12-18T19:14:32.8373Z","shell.execute_reply":"2021-12-18T19:14:32.850085Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![image.png](attachment:a27792ba-112b-4fed-a565-2dfa5e7f1f37.png)","metadata":{},"attachments":{"a27792ba-112b-4fed-a565-2dfa5e7f1f37.png":{"image/png":"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"}}},{"cell_type":"code","source":"img_ = rgb2gray(im)\nf , ax = plt.subplots(1,2)\nax[0].imshow(im , cmap = 'gray')\nax[1].imshow(img_)","metadata":{"execution":{"iopub.status.busy":"2021-12-18T19:14:35.865147Z","iopub.execute_input":"2021-12-18T19:14:35.865807Z","iopub.status.idle":"2021-12-18T19:14:36.216104Z","shell.execute_reply.started":"2021-12-18T19:14:35.865775Z","shell.execute_reply":"2021-12-18T19:14:36.21548Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# (image convolution)","metadata":{}},{"cell_type":"code","source":"#smooth filter (image convolution)\nimport scipy.ndimage as ndi\n\nweights = [\n    [0.11,0.11,0.11],\n    [0.11,0.12,0.11],\n    [0.11,0.11,0.11]\n]\nim_filt = ndi.convolve(im,weights)\n\nf , ax = plt.subplots(1,2)\nax[0].imshow(im_filt , cmap = 'gray')\nax[1].imshow(im , cmap = 'gray')","metadata":{"execution":{"iopub.status.busy":"2021-12-18T19:29:05.693689Z","iopub.execute_input":"2021-12-18T19:29:05.694269Z","iopub.status.idle":"2021-12-18T19:29:06.065796Z","shell.execute_reply.started":"2021-12-18T19:29:05.694205Z","shell.execute_reply":"2021-12-18T19:29:06.064739Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![image.png](attachment:f6baf41d-07c7-48dd-8c39-1643fd6e3dd7.png)","metadata":{},"attachments":{"f6baf41d-07c7-48dd-8c39-1643fd6e3dd7.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"# gaussian filter\n","metadata":{}},{"cell_type":"code","source":"gaussian_im = ndi.gaussian_filter(im , sigma = 10)\ngaussian_im_ = ndi.gaussian_filter(im , sigma = 5)\n\nf , ax = plt.subplots(1,2)\nax[0].imshow(gaussian_im , cmap = 'gray')\nax[1].imshow(gaussian_im_ , cmap = 'gray')","metadata":{"execution":{"iopub.status.busy":"2021-12-18T19:18:56.136133Z","iopub.execute_input":"2021-12-18T19:18:56.136902Z","iopub.status.idle":"2021-12-18T19:18:56.517363Z","shell.execute_reply.started":"2021-12-18T19:18:56.136855Z","shell.execute_reply":"2021-12-18T19:18:56.516565Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Horizontal filter edge detector","metadata":{}},{"cell_type":"code","source":"weights_ = [\n    [1,1,1],\n    [0,0,0],\n    [-1,-1,-1]\n]\n\nedged_img = ndi.convolve(im , weights_)\nplt.imshow(edged_img , cmap = 'seismic')\n# adding color bar\nplt.colorbar()","metadata":{"execution":{"iopub.status.busy":"2021-12-18T19:40:34.861034Z","iopub.execute_input":"2021-12-18T19:40:34.861322Z","iopub.status.idle":"2021-12-18T19:40:35.190727Z","shell.execute_reply.started":"2021-12-18T19:40:34.861295Z","shell.execute_reply":"2021-12-18T19:40:35.189565Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Sobel filters","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:d9a614b8-1220-447b-8773-499e64b8fe72.png)","metadata":{},"attachments":{"d9a614b8-1220-447b-8773-499e64b8fe72.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"# Labeling image 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"}}},{"cell_type":"code","source":"im = imageio.imread('../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/00000/T1w/Image-16.dcm')\nfilt = ndi.gaussian_filter(im , sigma = 2)\nmask = filt>150\n# labels --> objects found in image\n# nlabels --> number of labels or objects found in image\nlabels , nlabels = ndi.label(mask)\nnlabels","metadata":{"execution":{"iopub.status.busy":"2021-12-18T20:05:06.484093Z","iopub.execute_input":"2021-12-18T20:05:06.484905Z","iopub.status.idle":"2021-12-18T20:05:06.508292Z","shell.execute_reply.started":"2021-12-18T20:05:06.484855Z","shell.execute_reply":"2021-12-18T20:05:06.507175Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"f , ax = plt.subplots(1,3)\nax[0].imshow(im , cmap = 'gray')\nax[0].set_title(\"Original image\")\nax[1].imshow(mask , cmap = 'gray')\nax[1].set_title(\"Masker image\")\nax[2].imshow(labels , cmap = 'rainbow')\nax[2].set_title(\"Labels\")","metadata":{"execution":{"iopub.status.busy":"2021-12-18T20:07:59.306022Z","iopub.execute_input":"2021-12-18T20:07:59.306886Z","iopub.status.idle":"2021-12-18T20:07:59.755632Z","shell.execute_reply.started":"2021-12-18T20:07:59.306848Z","shell.execute_reply":"2021-12-18T20:07:59.754887Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![image.png](attachment:00e3af00-462d-49f8-98be-ebfb9dd5b740.png)","metadata":{},"attachments":{"00e3af00-462d-49f8-98be-ebfb9dd5b740.png":{"image/png":"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"}}},{"cell_type":"code","source":"plt.imshow(np.where(labels==1 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"}}},{"cell_type":"code","source":"boxes 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"}}},{"cell_type":"code","source":"# Variance for all pixels\nvar_all = ndi.variance(vol, labels=None, index=None)\nprint('All pixels:', var_all)\n\n# Variance for labeled pixels\nvar_labels = ndi.variance(vol , labels = labels , index = None)\nprint('Labeled pixels:', var_labels)\n\n# Variance for each object\nvar_objects = ndi.variance(vol , labels = labels , index = [1,2])\nprint('Left ventricle:', var_objects[0])\nprint('Other tissue:', var_objects[1])","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![image.png](attachment:6970d901-0338-4dc1-9c52-481c7ac4a0e9.png)","metadata":{},"attachments":{"6970d901-0338-4dc1-9c52-481c7ac4a0e9.png":{"image/png":"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"}}},{"cell_type":"code","source":"# Create histograms for selected pixels\nhist1 = ndi.histogram(vol, min=0, max=255, bins=256)\nhist2 = ndi.histogram(vol, 0, 255, 256, labels=labels)\nhist3 = ndi.histogram(vol, 0, 255, 256, labels=labels, index=1)\n\n# Plot the histogram density\nplt.plot(hist1 / hist1.sum(), label='All pixels')\nplt.plot(hist2 / hist2.sum(), label='All labeled pixels')\nplt.plot(hist3/hist3.sum(), label='Left ventricle')\nformat_and_render_plot()","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"vol = imageio.volread('../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/00000/T1w')\nvol.meta","metadata":{"execution":{"iopub.status.busy":"2021-12-23T23:14:09.34069Z","iopub.execute_input":"2021-12-23T23:14:09.341194Z","iopub.status.idle":"2021-12-23T23:14:09.594472Z","shell.execute_reply.started":"2021-12-23T23:14:09.341162Z","shell.execute_reply":"2021-12-23T23:14:09.59335Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"d0 ,d1 ,d2 = vol.meta['sampling']\nvvoxel = d0*d1*d2","metadata":{"execution":{"iopub.status.busy":"2021-12-23T23:14:25.505102Z","iopub.execute_input":"2021-12-23T23:14:25.505473Z","iopub.status.idle":"2021-12-23T23:14:25.512338Z","shell.execute_reply.started":"2021-12-23T23:14:25.50543Z","shell.execute_reply":"2021-12-23T23:14:25.511655Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"filt = ndi.gaussian_filter(vol , sigma = 2)\nmask = filt>10\nplt.imshow(mask[20])","metadata":{"execution":{"iopub.status.busy":"2021-12-23T23:14:56.784437Z","iopub.execute_input":"2021-12-23T23:14:56.784732Z","iopub.status.idle":"2021-12-23T23:14:57.354412Z","shell.execute_reply.started":"2021-12-23T23:14:56.7847Z","shell.execute_reply":"2021-12-23T23:14:57.353793Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"labels , nlabels = ndi.label(mask)","metadata":{"execution":{"iopub.status.busy":"2021-12-23T23:16:02.0885Z","iopub.execute_input":"2021-12-23T23:16:02.088829Z","iopub.status.idle":"2021-12-23T23:16:02.162923Z","shell.execute_reply.started":"2021-12-23T23:16:02.088796Z","shell.execute_reply":"2021-12-23T23:16:02.162002Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"nvoxel = ndi.sum(1 , labels , index = 1)\nnvoxel","metadata":{"execution":{"iopub.status.busy":"2021-12-23T23:17:31.121604Z","iopub.execute_input":"2021-12-23T23:17:31.122036Z","iopub.status.idle":"2021-12-23T23:17:31.137414Z","shell.execute_reply.started":"2021-12-23T23:17:31.121986Z","shell.execute_reply":"2021-12-23T23:17:31.136281Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"volume = nvoxel * vvoxel\nvolume","metadata":{"execution":{"iopub.status.busy":"2021-12-23T23:17:32.296295Z","iopub.execute_input":"2021-12-23T23:17:32.296574Z","iopub.status.idle":"2021-12-23T23:17:32.302938Z","shell.execute_reply.started":"2021-12-23T23:17:32.296545Z","shell.execute_reply":"2021-12-23T23:17:32.302071Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"n =408\nf , axs = plt.subplots(102,4,figsize=(30, 30))\naxs = axs.ravel()\nfor i in range(1,n+1):\n    im = imageio.imread('../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/00000/T2w/Image-%d.dcm'% (i))\n    axs[i].imshow(im)\n    axs[i].axis('off')","metadata":{"execution":{"iopub.status.busy":"2021-12-30T13:49:04.84871Z","iopub.execute_input":"2021-12-30T13:49:04.849267Z","iopub.status.idle":"2021-12-30T13:49:24.629076Z","shell.execute_reply.started":"2021-12-30T13:49:04.849212Z","shell.execute_reply":"2021-12-30T13:49:24.628213Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"x = 204\nim_ = imageio.imread('../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/00000/T2w/Image-%d.dcm'% (x))\nmask = im_>0\nplt.imshow(im_[mask])","metadata":{"execution":{"iopub.status.busy":"2021-12-30T14:43:52.278637Z","iopub.execute_input":"2021-12-30T14:43:52.278981Z","iopub.status.idle":"2021-12-30T14:43:52.487918Z","shell.execute_reply.started":"2021-12-30T14:43:52.278945Z","shell.execute_reply":"2021-12-30T14:43:52.486735Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}