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@thewtex
Last active October 27, 2020 15:07
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Demonstrate image channel interleaved vs contiguous in ITK / PIL / Matplotlib versus PyTorch
Display the source blob
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from matplotlib import pyplot as plt\n",
"\n",
"import itk\n",
"import PIL\n",
"import numpy as np\n",
"from monai.transforms import LoadImage\n",
"from monai.data import ITKReader\n",
"\n",
"from urllib.request import urlretrieve\n",
"import os\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Download data\n",
"file_name = 'logo.png'\n",
"if not os.path.exists(file_name):\n",
" url = 'https://monai.io/img/MONAI-logo-color.png'\n",
" urlretrieve(url, file_name)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"pic = PIL.Image.open(file_name)\n",
"img = np.asarray(pic)\n",
"pic.close()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(381, 1201, 4)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img.shape"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f32095977c0>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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vI0P5WLViAFDn9fHAjv14HRpYBU5NjPFvfZfL/vCqKt/svcjlRMyxEd7TsIbXtneVbbPN9C7nT516ZsYb6vV5uKO2KATBGwiBqnJhcoJGW2BFoDUYpC+VoCc5ybnoBOcmo7ystYM76hsJe33sqG/ipa0dHB0b5WxsnIFUgp5knJZAzUx5G/0BLsZvPG03LQhbHARBgXg+y0ePH6YvmShbfbpE+LXNO9gQqnUUhKxVqMiIs5qwgJNRZ3PSPQ1N83aub66tozMUnnduTi3+o69ya3vPR1a1GIgImyN1vHHjtpLD+29c7S7uei3TTaeqnI2N82+9891NCMV1gv92x56yBVBRVc5Ex/nkDYRga20D7999YyGA4qJtZyiCS4SCWvQnEzw7PsJPhgfZHKnjvo4N3Nm0loGp1MzvqapcTca5a20rb+jcRFe4lp+ODHF0bIi+ZJy8Ki4RmgNBEjdxEx30ePi93QfZUltXYsooy0eOP11WQQi4Pbxn1wHCnvnuTZSiOeVD5ypvsVYpBlNJotn5YhjyeOgKR+alu5geHcxlei9HKceNhqVnVYsBFAXh1e0buLu5zbEByavyN+dOlG3nYzyX5aGzJxx9s3hEePsdex1N7JaKq4k4nzx99AZCUM/v7r7zpkKgqhwfH6HJH+DiZJSnhofIWBYvbWnnxWvb8LnciAj1Xh8hj4f+VBJV5VJikjqvn0afHxHB63Jz99o2XtraQdayeHLoGpfiMVqCoaJvops04kGPh9/dfchREJ4bITzNkIO11lLR5A/wzp378TiM5BQ4MTHK169cqHivdtm9zapytJQ5aX2j4+8lIhxqanF8BpL5HE8OVdc6zGpm1YsBFBcAf3PrTtqCIccGJJbL8Nmzx5fc7r+gyucunGI8m553TIDXdW5kZ31jWaeH/unKBdKF0kLwgd0HCTr0cq//nlg2w49HBjgVHafJH+DgmrVsitTidrloCdYwaI8GRIR6n5+A2813B68R8fho8heFQFUZmErSGqzB43KxKVLH3c1tNPoDnJwY5YdD/cXF5Js8/DUeL7+72/ZT5HA8ns/y5YtnytaIiAg76hr5pa6tJUec3+6/wpGxytrLL/cCciyXZdBBhL0ibK0t7VPK73bzEoe1GAW+039l2eNpPF95XogBFBuQd+7cT8DlYC4JnI2N83DPxSV7eFWVJ6718OzYsGNDvK22gTes31J2p1zjmSnH62+JFIWg5gZCYKlyLZXg8YFevnLpHL+xZSf3tKyj3h+Y46PII0KqkJ9znVguS6M/MBO6E4q/c87SOT1En9tFvc/PS1ra+bXNO/jyxbN8b7CPa6nEDa1Jajze5xzXXXds2kFhOZthEeF1HV0cdNhJC3ZH4PxJBqZKL4yvJopuTcYcYxZ0hWupuYFTv6KZ6XrHqdLh9BRno+NLmFNDKZ43YgDQURPm17Zsd9zYpcC3ei9xaonWD3qTcb52+bxjgxT2ennHjn2ONtbLQbM/OEcI1Hbfoar2DuE8pyZG+cFgH25xFReE6xpY4w84ipeI0F4TYiKbQVW5nIhT6/Wxt6GRGo+Ha/aoYTyTpi1YU/I71gaCbKur556WdlwifG+gl5MTozM7nFWVgr1/AaZHCAdp8DlvCCs3bnHx37btoa0m5Hg8lc/z6dPPztthvVws55gkYxW4HJ+cl+4C9jTcfPTb4Auwp2G+WbUC3+w1m9CWg5u2RiLSKSJPiMhpETklIu+10xtF5FERuWD/32Cni4h8SkS6ReS4iNxZ7kIsFBHhnpZ2Xt7WUbI39+C5Y4xmbs+kLVPI89mzx8lY83elukV4y5ZdFWvAANbVhKnxPOdr6PGBXv7g8A/5j/6rPDl8jWfHR9gYqeOlrR2sDQRJ5HIzfuanG2VVtb3DFt+HPd6ZzUIhj2fGhLDB58fvctGTTHBtKkXI43nu8yg66zug2IuM57K0BGp4eVsnG8N1HB8f4fuDfXy7/wofPvxDHpvlIC7k8dIwy1xxuQl6PLx3552EPR7HEUp/KsHfnj9REQ+nyzVNVDSSiJJ1mM5Z4w/StID6ERF+vnOTY0ftwmSUwRuYHhuWhoV0TfPA76rqTuAu4J0ishP4MPCYqm4FHrP/BngdsNV+vR14cMlzfRu4RPjVTduLIekcjidyOR48c/yW3QuoKl+5dI7+VMJxeublrZ2VD5I969IW8EjvZQanUvzr1W4SuQJrAyFG02l6kwmuJOM8PtjHVKFAbzIx87qUiNMdn5z5+2J8kvOxKBfjRZfFs89N5HOcm4xyPhblciI+5zPd8dicczOW8t3Bfq7Y541l0jQHa0gVLP7l6kWG0in+re9yVbmPbg3W8NtbdzsG/FHg8OgQ31rCKchqo6DKaYepHAH2Nc43Jy3FhnAt60LzR1mWKt/qrc6Qo6uJm0bnUNUBYMB+HxeRM0A78Abg5fZpXwS+C3zITv+SFmvuJyJSLyJt9vdUBT63m3fv3M//+cxP5u1+VeBiPMrXr1zgzZvuWFSjraocHh0qxl6+7pgAnaEwb1rkd5YbF/DS1nYevdZDcyBEyOvFLUJrTQ1ecZG1LIZrkuxwcJPRXhOaedAvJ+IcaFpDQZWu0HwTwpxl4XW58LrcrLOjhFkoUV+WRv/cUVI6n6MjFMIjLnJqMZBKEfH6aKsJM5ZOcV97V1UFKhIRDq5p4bXtG/j3vivz6l6Bh3susrm2vrgrfpnyvlxNZ1Hw50+F1Xg8rHfYQ1AKtwg/27GRh86dmPdMHhkd5k2bctT6ymd593xnUZPWItIFHACeAlpmNfCDQIv9vh3onfWxPjvt+u96u4gcFpHDIyPLHwx7jT/I27btKdmbe/TaVZ4ZG15Ub2Qsk+YL3c5BTwJud1mDw9wqIsLr12/m/zt4j+1ewk2D389AKsX5ySg/HRkseg8VmfeaHmFcTSYIeTxsDNcCgmVbFU2/LIrz6xtCEfwuF4NT09NwggjzvndzpJ6fDA9yNhblWipFo99P2OtlT0MT/++he3hN+4aqElQoluGNXdtKut7Oq/Lg2WOMZeZblpUtT8twDesG3kl31jUsSrRFhANNa4k4mJmmrTzfH+wzo4MysmAxEJEw8E/A+1R1zkqRTk8ALwJVfUhVD6nqoebm5sV8dEkQEfY1ruF+hw0vUBz6/u35kwteP8hbFp89e4xEbv7GKRfCW7fsoqVK4+aKCGGvl85QmK5whMuJOJ2hMBvDtQynp+hJJhiaSs1ZvAWwFHqSCYJuN2sDQUSEjpoQY5m5ezaGp6ZmFo6b/AG8LmFwamrOd00vDg+kUvSlitfbUlvL+lCY3mSSrnCE1mANYY+36oRgGo/LxQPb97E2WOPsWM8OmZlZpo1Uy9FsjmfSjgLnFWFHXcOi6yro9nBvW6fj7/fEQG9F3b6vdhYkBiLipSgEX1bVf7aTh0SkzT7eBgzb6f1A56yPd9hpVYeI8IsbtrKrwbk3l8zn+Kszx266fqCqPNJ7uegJ9fprAC9pbXd001xNiAg765tI5LJsjdRxMjpOfyrBXc2t7K5vpM7n41Jisuh3ppAna1mcjo4TmCUEUBwBjWaea+hVlVguQ8AeEU0LgsclXIzHyFoW6UKei/FJLiXi1Pt87Kpv5K61rVxLJTkbi7K1tpZoJs2uhjVV/RtC0VLsge378LvmjwAV6EvG+dKFM8tiHVPuX0pVeXailDlpZKbOF4OI8LLWDkcz09HMFMfGl38W4fnCQqyJBPgccEZVPz7r0MPAW+z3bwG+MSv9N22roruAWDWtF1yPx+Xid+7YS4NvvkM7BS7FY/zvi6Uf3qK/nij/2tPtKATtNWF+ddP2BS+iVZJ6n5/L8RgBt5stkVp+MDxAs93QB9wetkTq2BiOMJpOc3RshMlcdub4NGK7lpiOKJcq5Gn2zz+nyR9gNJPhh0MDjGcybAxH2BKpJWi7N14bqOEnI0NsidTiERcX4zHqyrhTe6kQEbrCtfz6lh0lTZifHL42J7rbSiVVyNOTiM9LdwH7Gm9duBv9Ae5sXOv4PH7LxDooGwsZGfwM8BvAvSLyrP26H/gI8GoRuQC8yv4b4BHgEtAN/A3wwNJne2mJeH28a+d+fCX81U8HZHF6eJP5PJ89c8zR3YTf7eEdO/bd1NVDtSAibIzUEc9lEYQWf5Czk9GZh09EcEtxTSDs8bK1tp6zsShXE/FitDT7vCZ/YMY/UV8yQYO9QKyqZK0CPYk4FyZjbI7U0uQP4BLBNb0OQXEe+mJ8kpZAAMve/dwVrq36UcE00ybMr1q3vqSH07+/dHZFezhVVU5NTJBzyH9zIHBbptOlvJkCXI3H6UnM389guH0WYk30Q0qPOF/pcL4C77zNfC0r0w7tfrlrG1++dHZeD7+gype6T9MVrpuzwaiYfoqxEu4m3rRxGx01C7emqAY6QxF+MjxA2OvlZW3tqMLJ6Di764shKPtSSbxuFzvq62kOBGgJBMlZFgNTKVL5HO01IcIeL14RYrls0WcRxYhg/ckkNR4P62pCeOyFZU+DYGlxp+naQNB2Xxxlc20tXeEwp6NjZKwCL1jTWtkfZpG4RPiVjdu4mpjk/OTEvHsqZ1l84tRR/q87X0xdBfec3Cp5e2+BEwcam297JLwxXMuGcITL1zX8ivJI3xXesX3viukcrBSeVzuQb4SI8Kr2DY6BuqG4m/SvzhwjbS/+qSo/GOznqZFBx+mhQ2taeFlbx4q7Yd0iWCj9qQR+l5ugpzg9dDI6zuXEJB6X0BqowW27BRcRfG43nTUhttXWk7UszsSiRHNZHh/oZzyb4WwsSt6yuKOunvWhMF6Xa+Z3KXosDSAIfankjBD4XG4Cbg+DU0lUqSpT0oXic7t5YMc+6hxCZioQy2aKoUfLFDKzXGMOVeVyfJIpa/5CeMjtob3EjuzF4BIpWo1df23gmbEhJsrkWPL5jBGDWbhE+O1tu0tag/QkJ/nKpbNFnz1TSf7+4hlHIVgTCPJbW3fNNJgrCRFhXU246NTPboCDbjcuxJ66Ke1OwiVCo8/P+lCYaDbDRDZDNJuhMxSmweefMxV0/WfXBAJcmIzid7tn4k8U1xaC89YlVhL1Pj+/s2NvyZga52IT/NOVC2WZBy/XL6bAiRL+gvY0NC2JcE/v3ah1ENKsZfGf/VdX7BRbtbLyWqsyU+Px8v5dd5a0BvneQD/f7LnEZ04/6+huwuty8d/v2EvoJp5Aq5Viry/GNdsFtarSn0rS6Pfz4uZWTkfH5zVcqopl+x46HZtgMpdlU7iWXfWNbLHXIM7Fooxn0lizXE9MY6lybjLKz6xtI+TxMJJOz3znQCrJpXhsxT740x5O37TpjpIeTr9z7WrJNalqZHhqqoQ5qeuG3kkXi9/l5p6WdY4dsx8MXXN8/gy3jhEDB9qCIX5r2y5HaxAL5eHeiyXdTfyiHb5ypfZkk/kcnaEI+5uaGUlP0Z9K4hKhLVhDyOtlU6SWU9FxErkcqsW5775UMaSl1+ViZ10DbcEakvk8B5uaSRcKtAZruKOuGNLzXCxKbypRtBdXJZnPc34yyuZwLX7bTFVRRjJpRtJTHFzTQlekllSFnL0tBSLCves6efFa55gaBVU+f/4UVx0sc6oNvcEms82RCMEl3FQ5HYvEyaHjZC7D4dHKughfbRgxcEBEeFFzG68o4dDO8TPArvom7itj+MpyMx0ec1OkjtZgiMcG+hBkjqfRGk9xc9qJ6BjPjI/Sn0rQGqxhe209Ea8PESFnWdT6fHhEqPF4yFoWIkKtz8f2unpagzX0p5I8Mz7KU6PDrA9F8M3ah7A2EKSgyo+HB1gXCrMxXLegwDfVjFtcvGXLLjpDYcd7KmMV+KuzSxsysxy/ViKfo9/BLbcL2FuGfSANPn/RhYfDse/0XTVmpkuIEYMSuER486btdEWcHdpdT53Xx+9s34u7Qm6pl4KC6owPoaF0Co8IjbMC0xRsP0H9ySRN/gA5y2J9KDJnQbgYwCY1sxGtdVbgG7AXnF1u1ofCZC2LtkCQq4n4nB3OIsWIaSLCeCaN1+Uiq4UV/+AHbA+nTr79FRiaSvE3Z48vWcjMpe6SqConJsbnuVtRVQRhqpBjPJNe0tdENsMm22PunGsCPck43fHoEpfy+cvKMICvED63m3fvOMAfH/0R8Vnxea/vobpFeMeO/Y4+VVYSvck4O+ub7D0CcH9nFxcmJ9hW10B/KomlSkdNmNZgkEjKi8/l5nRsgp11DTOmhAqkC/mZADYekWI8Ap5rnCxVzk9G2VnfQEGVRp+fdKHAxcQkLoqxEc7GxnlVWyfxfI7RTJrtdY1cTcYdG4aVxJpAkAd27OcTp47M25uiwLGJUf756gV+uWtb1Y0ws5bFhcmY47FzsTF+MHh1WfNjoXyr5xLbdi/e7YVhPiu3G7tMNPkDvGPHvjkWErN7RgK8Yf1mtt+CH5ZqQlU5H5tgPJOhoEpbTYhkLsfR8VEGUim6QhG2ROpmdggLQrM/QFcowpnYxIxAjmcytNeEZ34LEaGtpmYmxnRxx3aMjeHa4rSSfU7Q42GrvcP52lSSE9Fx0lae5kCQvGWRyOW4OBld0VNFUCzr7oYmXr9+c8kF5X/vu8Kz4yO3Xdal/KVUlQvxGGmHRdt0Ic94OsW0g7JyvZw4Ex1nJH178UcMRYwY3AQRYVd9E69fv2nm4Z2+OQXYHKnjZzs3rWghSOVzPDUySE8ywVg2Q84q0D0ZI+DxcG9rOwG3G/esqaAZpOiLZ0MowunYBAVVhtPFADazCXu8DE9NUVDl/GSMrnDE0XuriOB2uahxu7m3tR2PuDkfi5K1LEYyaa4mExwZG65Y5LClQkT4+fWb2N/YXNpJ4rkTDDnEE17UdW7r03OxUE5NzDcnVVXGplIVi1OcU2tOsCPDrWPEYAEUozBtZk/DmpkHTLCdku3YX7HwlUuBpcrHTx7lwbPHOBMdZzyTxudy0xkK43O5qPX5OTI2TCqfJ1147hXNZojncqQLedwi+F1uvjvYj6WQtgpzzk1bBdJWgScG+qnxeLBUSRfyxHNZxjOZOedO5fMcGx8l4vXjd7tYHw7jcbkYTU9xemKMvzz9DB8/eWTFrx+4xcXb79jLGn/Q8Xgin+PTZ54lfRvCt5S/0LVUipjD4nbeshhJ355o3Q7T7mKmlskT7Gpm5bZiy4zH5eJdO/bzgjUthD0eNobr+MCugwsK6VftTDc4WSvP6FSSrGUxVciTyuexVKn3+bk4GSWVz8+80oXCzPupQp4Gv5+8ZXExEWMik5lz7kQmQ18yAVIMeDL93VP2Z2efezEeo94foKDWzHVyhQKj6SmyVnHdJpHLocsa4bc8hLxe3r/7ToJut6MtfW8yzt+eP3HLwrdUIwNV5fjE2PygPapEs1NMFXIVrY1kPsePhq+Z0cFtYhaQF0HA4+GdO/aTsyw8LteK8ETqxGxrFQHev+dOLsdjbI7UY6lyMjrKRMbHrvom/G43L1zTwunoGA0+/8xUUTKfpyUYnNllXbAsNkZqaQ3U0JdKzPiyV3tq6JVtHVybSlLv88+svxRU8bvdNNqCqqpcikc50NiMz+ViqpDnfGyCZD7Hfe3r+dmOLrrjE3SF62b2gCis6FFCe02Yt27dxUPn5sdJVuDp0SH+ve8y93dsrNhUZDSb5VqJGMT5QqHk6KYcxHNZMlZhXiS0R/t7eHlr54zhgmHxGDFYJNO+eFYyFyYnOBUdmwnB2OQP0jTrgX5pSwcZq0D3ZHHX8Jbaeq6lkuxuWFPyYRvLpOmsCRP0eOiUMGdjE2ytredSYpIN4TABt4e2YIiR9BStJYL8WKpEs1kmMmnOxMZo9AfZUd+Eb9Z6xSH/cw7rpvdF9CcTS/jrLC8iwl3NbVycjPHotauOITP/5Uo3myJ1MxHnlpPpUYHTikBHKMTbtm533JxZLk5MjPKJU0fnpQ9OJTkTG2NPw/IHylotmGmiVY6Tn5isZfGpU8+U3Mg1Hb9gd8Ma7mlptxvpNE+NDJKzCvM+o6qMZtIzwUwiXh8twRoe6e9hXTBEwLarD7rdjGXSjp/PFgo8OXyN0XSKgiova+1kX2MzfrfbsQFUOwj7p049Q9Zh8XIlObYTEf7rpjvYWdfo2Kxm1eLTZ44t2jnbUoyX0oUCl+LzXUYLsLe+Ca+raFywXK/dDWtYV8IT8H+YTWi3hRGDVc7OWYve0yjFHa+fPH30pjt7XSJ0hCK8adN2epOT/GjoGj8aHuByPMb0x1KFPGtnObCbFof9jU30phJzNpy1BIKk7MU+S5UriUl+OjLID4b6uRSP8Ssb76A9FL7hFJyqciY2zidPHXU0dRRgf5OzpU614nW5+J0d+1jjDzrmO5HL8slTR8mUycOpE2rvB3ES24jXtyTeSReLW8QxToQCp6NjDDrsjjYsDCMGq5hiWM/NRV9J1x0rbg4rCsLZ2M1dPbhsL5J7G5t5YXNxqubxgV6uJibpnozNCWBzIR6jsyZMZ02Y9mCIc7P2BzT6A3RPxrgSj/Gd/qvkLIuDa1o4uKaFl7Z23HQdRlU5GxvnL24gBHc2reUXN2xZcea+tV4fD+zYVzLI0pXEJF++QdS967nd0hdUOVXCO+nOuvqKrJmJCHevbXN0BGmp8rgxM71ljBiscvxuDx/YfZAtNxCEvzh1lHOzNo6Voitcx9nYOB4RuiJ1vKy1g4LdSz8xPkoyl+P8ZGxm7UBEiHi9tAVDnJ2MkszlOD4+wrnYBG5x8ap169laW49bhFMTo6wPRW54fVXlXGyCT5w6StqhhzwtBA/s2IfXwetstSMibIrU8etbdpYMmfn9wX6eHOpfUIN3u01iTzJB3MG01Scu7qirnDPGoNvD3Q5O/xT44dC1JfXv9HzCiMHzgBqPlw/sPsjmSF1JQfjEqSM3FQSPCC6EvFoI4HEV1xZ+Yf0mttTW8e/9VzkTHSOey870XhXIFvKcHB/h4d7LbKmt5+c7NyLimgl6nteiddaN5vmnheDjNxCC/Y3NvGOFCsE0IsJLWtpLOkm0UL7YfZqryfhNBeF2mmrLXjh2YlOk1tHF+3IhIry2vcvxfpkq5PnR8MpxB15NGDF4nhDyePnd3YfYdBNBuDBZWhBEhJ0NTVyOT6IoeasYn9jncjMwNcX9HV28fv0mpgp5vnb5HE8M9PK1y+fIWAV+qWsLr+vYQH8qid/tJpnP2Y7p4FI8xk7bssmJ6bnrohDM76lOC8E7d+zHt4KFYBqXCG/atN2xrqDoNvwvTh4taw94zHYhPi9vwL7G0nW1XKwJBNlW1zAvvWhmeqXoIt2wKG4qBiISEJGfisgxETklIv/TTt8oIk+JSLeIfFVEfHa63/672z7eVeYyGBZIyOvl93YfYuMNBOFjJ49w4QY+gMIeL33JOIlcjuH0FI3+ABfjk7TXhAi63SRzOa4lE6wP1bK9roH2UISriTipXJ4628rowmSUep+P0UyaZD7HYCpFuEQwoKIvoygfP3mkpBDsnRaCFW7yOxu/280D2/fN+G+ajQIT2TQPnj1O9gYBXm61b1z0TupsTro2EKS2ChwyukR4faezf6fRTJozMee1DkNpFjIyyAD3quo+YD9wn4jcBXwU+ISqbgEmgLfZ578NmLDTP2GfZ6gSQl4vv39TQThMdwlBEBE219bzzNgIJ6Pj9CWT1Hm9DKeTPHatl+F0ihc0t3L32jbaasLcs3YdL2puZTCd5PGBXiazGQJuN1cTcU5MjHFkbJgtJaJjqSrdNxOChmbevcqEYJqih9N9eEqEzDwdHeOrl87POAG8nlvtu6fyeS47BNoprsncfrD7pWJrXT0tQWeLpm/2XDJmpovkpmKgRaZ39XjtlwL3Al+3078I/IL9/g3239jHXymVHlMa5jA9QtgQnh+rYVoQPn7yCN1xZ0HIWRbfG+zh0b7LHJ8Y5sLkBBGPj1eu62RzbT2eWZvERASPy8XW2gbubesk7PVxKR7l2PgI3+6/zCN9lxzXAFSV7niUj508QqqQd4wqt6dhDe/auTqFAJ4LmfnLG7eV9HD62EAPFyajS3ZNVeV0bGKee22AkMdDW4kNg5XAIy7ua9/geA9fjEfpSczfH2EozYLWDETELSLPAsPAo8BFIKqq0921PqDdft8O9ALYx2NAk8N3vl1EDovI4ZGRkdsqhGHxhL1ePrintCCkCnk+fuLIvPjDqsozY8NkCgXGM2le276BF69dR9MCgtaLCI3+AC9v7eSV6zqZyKTJFgr8dGRw3jUuxmN87MQRRwdkAuxuaOLdOw84ej9dTRRDP67nRc2tJQXhejcWt0NOLc7Goo7H9i5RsPulQkR4YXOrY7AgS5XvXLtqFpIXwYLEQFULqrof6ABeCGy/3Qur6kOqekhVDzU3my3klSDs9fH7ew6xIVRaEP78OkEQEe5a28a6mhD3tKyjNRha9GKiiLA+FOHQmhbagmFe0to+Z8Pa5USMj508XHJEsLu+ifc8D4RgGre4+K2tu2kLhhY19bPYZlBVuZpIzGwKnI1XpGiNVkViAEXDiLtanM1Mnx4ZKjmFZpjPoqyJVDUKPAHcDdSLyLQkdwD99vt+oBPAPl4HONuoGSpOxOvj9/ceYn1JQcjx5yeOFC2IbEHoqAnzfx/8Gd62bfctzx97XC4e2L6P/+fQi2m33QtMC8GfnThM0sG+XYCd9U28Z9cB/A69wdVM0FPcL7KYgPOLrRkFjo2POh7bHKlb0mD3S4WI8Op1G0q4XSnw5JDxZrpQFmJN1Cwi9fb7IPBq4AxFUXijfdpbgG/Y7x+2/8Y+/ria2qhqIl4fH9x7iPWhSGlBOHmYK4nJmRjFbnEIdrNIZn+P2q4pbiYE730eCsE0zYEg/337vrJN1QxNpRh36Em7gN0Ny+8kb6G0BkNsrXU2M/1O/xUyN7C4MjzHQkYGbcATInIceBp4VFW/BXwI+ICIdFNcE/icff7ngCY7/QPAh5c+24alJmJPGXWEwo6CkMzn+LMTzwnCUr+uJCb50xNPlxSC7XWNvHfXgRmnd89HRIT9jc38bMemBfX6F9MDK3onHXf8THMgSIPPv4hvW15cItzf2eX4m8RyWY6N3X4I0ecDN32yVPU4cMAh/RLF9YPr09PALy9J7gzLSq3Pz4f2vICPnjhMXzI+z2d8Mp/jI8d+SnsowlJ2ElWVvlTC0QlbUQgaeP/uO5/XQjCNiPALGzZzMT7B6ahz4z1z7iK+dzKXozfl7Ap8X0NT1ZiTlmJnfRNrA0GGHDbKfavvEofWtFTV4nc1Yp4uwxxqfX4+uOcQHz3+NP2pxDxBmLIKdMejy5IXAbbVNvC+XQeNEMzC43Lxzh37+eOjP2Y0M1VSEBbaFy46/5twtEoKezx0hpxdRlcTHnHxqnUb+PtLZ+fds72JBD3JOBsjdZXK3orAuKMwzKPO5+dDe19Ae838KaPlYloIPrD7IEGPEYLrCXm8xYX0G7jfWGjdWbanWSd21DWsiB61iHBPSzs1DveKovzYhMW8KStaDEoFove4qv/mLUVTwNmf/bQX0OWizufng3tfwLqaxZkzLgWVEoJSjV413k3T5rm/sWWnY74FFjy1o0DOYYrOIzITvnQlUOPx8MI18/djKMVd1YvFLS6c5kNXxq+xeFasGIgI68POQVBu5gq5mtkcqZvnbE2Au0psOion9T4/H9r7wmUVBAG2VGhEsDYQmNewCtAarKnKBrHYG17HK9o659WPR1w02LGlb4ZbhDWB+XGMN4YjM9HrVgIiwus6NuK9zn2HC+HFa9ctug4DbjdNDgvnjf5AyY7oSmZFj7/rvD5e0tzKj0eHyFkWLhG2RerYvoJ6M9dT7/Pz9u17+PyFU6RyeVwCh9a0cF9HV0XKVO/z80f77uJrl89zcmKUwqK3Mi0cF8KuhkZ+ddOOikwNhTxe7m5u4amRIfKquETYXd9Y1XPmIsKvbtqOW4TvDvSRsyy8LuHnOjfRtEAxEBFe0drOI/09RLMZBFgbqOHu5tYV9xy1BGt48+bt/OOV86TzBbwu4efXb2ZHfeOiv8slwmvWdfJIfw+xbAal2Oa8qu3mQZhWIlIN82iHDh3Sw4cP39JnVZWcZZHI5/C73NQs83RKOVBV0oUCY5kpajxe6n3+it98qoqlWkYpeG5qo5L1p6pkrAKpfJ6A20OwRAzmakNVSeRzxLIZIl4ftV7fovNdUIt4LodQNDWu9D13q6gqyXyOaDZDrddPxOu9rTosqEUil0OBiNdbnD6qEkTkiKoeWorvWtEjAyj2anxuN40raDh7M0SEoMdDh6d6pruKG8RWZuOwGESKAXtWmvVSMaqcj8htuJd2i4v6Kt5PsFBEhLDXR3iJXG27xUXdKvhdbkb1SJzBYDAYKoYRA4PBYDAYMTAYDAaDEQODwWAwYMTAYDAYDBgxMBgMBgNGDAwGg8GAEQODwWAwYMTAYDAYDBgxMBgMBgNV4ptIROLAuUrno4ysAZwjja8OVnP5VnPZwJRvpXOHqi6J35pqccBybqmcLVUjInLYlG9lsprLBqZ8Kx0RuTUPnw6YaSKDwWAwGDEwGAwGQ/WIwUOVzkCZMeVbuazmsoEp30pnycpXFQvIBoPBYKgs1TIyMBgMBkMFqbgYiMh9InJORLpF5MOVzs9iEZFOEXlCRE6LyCkRea+d3igij4rIBfv/BjtdRORTdnmPi8idlS3BwhARt4g8IyLfsv/eKCJP2eX4qoj47HS//Xe3fbyrohlfACJSLyJfF5GzInJGRO5eLfUnIu+378uTIvIVEQms9LoTkb8TkWEROTkrbdH1JSJvsc+/ICJvqURZrqdE2f7MvjePi8i/iEj9rGN/YJftnIi8dlb64ttVVa3YC3ADF4FNgA84BuysZJ5uoQxtwJ32+whwHtgJ/CnwYTv9w8BH7ff3A/9OMeTvXcBTlS7DAsv5AeDvgW/Zf38NeJP9/rPAO+z3DwCftd+/CfhqpfO+gLJ9Efg/7Pc+oH411B/QDlwGgrPq7K0rve6AlwJ3AidnpS2qvoBG4JL9f4P9vqFKy/YawGO//+issu2020w/sNFuS9232q5WuuB3A9+e9fcfAH9Q6Qq5zTJ9A3g1xU10bXZaG8W9FAB/Dbx51vkz51XrC+gAHgPuBb5lP1ijs27QmXoEvg3cbb/32OdJpctwg7LV2Q2mXJe+4uvPFoNeu8Hz2HX32tVQd0DXdQ3mouoLeDPw17PS55xXTWW77tgvAl+2389pL6fr71bb1UpPE03frNP02WkrEntYfQB4CmhR1QH70CDQYr9fiWX+C+CDgGX/3QREVTVv/z27DDPls4/H7POrlY3ACPB5exrsb0UkxCqoP1XtB/4c6AEGKNbFEVZP3c1msfW1YurxOn6b4kgHlrhslRaDVYOIhIF/At6nqpOzj2lRnlek2ZaI/BwwrKpHKp2XMuGhOCx/UFUPAEmK0wwzrNT6s+fN30BR8NYBIeC+imZqGVip9XUzROQPgTzw5XJ8f6XFoB/onPV3h522ohARL0Uh+LKq/rOdPCQibfbxNmDYTl9pZf4Z4PUicgX4B4pTRZ8E6kVk2p3J7DLMlM8+XgeMLWeGF0kf0KeqT9l/f52iOKyG+nsVcFlVR1Q1B/wzxfpcLXU3m8XW10qqR0TkrcDPAb9mix0scdkqLQZPA1tt6wYfxUWrhyucp0UhIgJ8Djijqh+fdehhYNpC4S0U1xKm03/TtnK4C4jNGt5WHar6B6raoapdFOvncVX9NeAJ4I32adeXb7rcb7TPr9pemqoOAr0icoed9ErgNKuj/nqAu0Skxr5Pp8u2KuruOhZbX98GXiMiDfYI6jV2WtUhIvdRnKZ9vaqmZh16GHiTbQW2EdgK/JRbbVerYLHkfooWOBeBP6x0fm4h//dQHJIeB561X/dTnGt9DLgA/CfQaJ8vwGfs8p4ADlW6DIso68t5zppok33jdQP/CPjt9ID9d7d9fFOl872Acu0HDtt1+K8UrUtWRf0B/xM4C5wE/hdFy5MVXXfAVyiugeQojuzediv1RXH+vdt+/Valy3WDsnVTXAOYbl8+O+v8P7TLdg543az0RberZgeywWAwGCo+TWQwGAyGKsCIgcFgMBiMGBgMBoPBiIHBYDAYMGJgMBgMBowYGAwGgwEjBgaDwWDAiIHBYDAYgP8fJu98/yq+stoAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(img)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"itk_image = itk.imread(file_name)\n",
"img = np.asarray(itk_image)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(381, 1201, 4)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img.shape"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f3204404190>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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vI0P5WLViAFDn9fHAjv14HRpYBU5NjPFvfZfL/vCqKt/svcjlRMyxEd7TsIbXtneVbbPN9C7nT516ZsYb6vV5uKO2KATBGwiBqnJhcoJGW2BFoDUYpC+VoCc5ybnoBOcmo7ystYM76hsJe33sqG/ipa0dHB0b5WxsnIFUgp5knJZAzUx5G/0BLsZvPG03LQhbHARBgXg+y0ePH6YvmShbfbpE+LXNO9gQqnUUhKxVqMiIs5qwgJNRZ3PSPQ1N83aub66tozMUnnduTi3+o69ya3vPR1a1GIgImyN1vHHjtpLD+29c7S7uei3TTaeqnI2N82+9891NCMV1gv92x56yBVBRVc5Ex/nkDYRga20D7999YyGA4qJtZyiCS4SCWvQnEzw7PsJPhgfZHKnjvo4N3Nm0loGp1MzvqapcTca5a20rb+jcRFe4lp+ODHF0bIi+ZJy8Ki4RmgNBEjdxEx30ePi93QfZUltXYsooy0eOP11WQQi4Pbxn1wHCnvnuTZSiOeVD5ypvsVYpBlNJotn5YhjyeOgKR+alu5geHcxlei9HKceNhqVnVYsBFAXh1e0buLu5zbEByavyN+dOlG3nYzyX5aGzJxx9s3hEePsdex1N7JaKq4k4nzx99AZCUM/v7r7zpkKgqhwfH6HJH+DiZJSnhofIWBYvbWnnxWvb8LnciAj1Xh8hj4f+VBJV5VJikjqvn0afHxHB63Jz99o2XtraQdayeHLoGpfiMVqCoaJvops04kGPh9/dfchREJ4bITzNkIO11lLR5A/wzp378TiM5BQ4MTHK169cqHivdtm9zapytJQ5aX2j4+8lIhxqanF8BpL5HE8OVdc6zGpm1YsBFBcAf3PrTtqCIccGJJbL8Nmzx5fc7r+gyucunGI8m553TIDXdW5kZ31jWaeH/unKBdKF0kLwgd0HCTr0cq//nlg2w49HBjgVHafJH+DgmrVsitTidrloCdYwaI8GRIR6n5+A2813B68R8fho8heFQFUZmErSGqzB43KxKVLH3c1tNPoDnJwY5YdD/cXF5Js8/DUeL7+72/ZT5HA8ns/y5YtnytaIiAg76hr5pa6tJUec3+6/wpGxytrLL/cCciyXZdBBhL0ibK0t7VPK73bzEoe1GAW+039l2eNpPF95XogBFBuQd+7cT8DlYC4JnI2N83DPxSV7eFWVJ6718OzYsGNDvK22gTes31J2p1zjmSnH62+JFIWg5gZCYKlyLZXg8YFevnLpHL+xZSf3tKyj3h+Y46PII0KqkJ9znVguS6M/MBO6E4q/c87SOT1En9tFvc/PS1ra+bXNO/jyxbN8b7CPa6nEDa1Jajze5xzXXXds2kFhOZthEeF1HV0cdNhJC3ZH4PxJBqZKL4yvJopuTcYcYxZ0hWupuYFTv6KZ6XrHqdLh9BRno+NLmFNDKZ43YgDQURPm17Zsd9zYpcC3ei9xaonWD3qTcb52+bxjgxT2ennHjn2ONtbLQbM/OEcI1Hbfoar2DuE8pyZG+cFgH25xFReE6xpY4w84ipeI0F4TYiKbQVW5nIhT6/Wxt6GRGo+Ha/aoYTyTpi1YU/I71gaCbKur556WdlwifG+gl5MTozM7nFWVgr1/AaZHCAdp8DlvCCs3bnHx37btoa0m5Hg8lc/z6dPPztthvVws55gkYxW4HJ+cl+4C9jTcfPTb4Auwp2G+WbUC3+w1m9CWg5u2RiLSKSJPiMhpETklIu+10xtF5FERuWD/32Cni4h8SkS6ReS4iNxZ7kIsFBHhnpZ2Xt7WUbI39+C5Y4xmbs+kLVPI89mzx8lY83elukV4y5ZdFWvAANbVhKnxPOdr6PGBXv7g8A/5j/6rPDl8jWfHR9gYqeOlrR2sDQRJ5HIzfuanG2VVtb3DFt+HPd6ZzUIhj2fGhLDB58fvctGTTHBtKkXI43nu8yg66zug2IuM57K0BGp4eVsnG8N1HB8f4fuDfXy7/wofPvxDHpvlIC7k8dIwy1xxuQl6PLx3552EPR7HEUp/KsHfnj9REQ+nyzVNVDSSiJJ1mM5Z4w/StID6ERF+vnOTY0ftwmSUwRuYHhuWhoV0TfPA76rqTuAu4J0ishP4MPCYqm4FHrP/BngdsNV+vR14cMlzfRu4RPjVTduLIekcjidyOR48c/yW3QuoKl+5dI7+VMJxeublrZ2VD5I969IW8EjvZQanUvzr1W4SuQJrAyFG02l6kwmuJOM8PtjHVKFAbzIx87qUiNMdn5z5+2J8kvOxKBfjRZfFs89N5HOcm4xyPhblciI+5zPd8dicczOW8t3Bfq7Y541l0jQHa0gVLP7l6kWG0in+re9yVbmPbg3W8NtbdzsG/FHg8OgQ31rCKchqo6DKaYepHAH2Nc43Jy3FhnAt60LzR1mWKt/qrc6Qo6uJm0bnUNUBYMB+HxeRM0A78Abg5fZpXwS+C3zITv+SFmvuJyJSLyJt9vdUBT63m3fv3M//+cxP5u1+VeBiPMrXr1zgzZvuWFSjraocHh0qxl6+7pgAnaEwb1rkd5YbF/DS1nYevdZDcyBEyOvFLUJrTQ1ecZG1LIZrkuxwcJPRXhOaedAvJ+IcaFpDQZWu0HwTwpxl4XW58LrcrLOjhFkoUV+WRv/cUVI6n6MjFMIjLnJqMZBKEfH6aKsJM5ZOcV97V1UFKhIRDq5p4bXtG/j3vivz6l6Bh3susrm2vrgrfpnyvlxNZ1Hw50+F1Xg8rHfYQ1AKtwg/27GRh86dmPdMHhkd5k2bctT6ymd593xnUZPWItIFHACeAlpmNfCDQIv9vh3onfWxPjvt+u96u4gcFpHDIyPLHwx7jT/I27btKdmbe/TaVZ4ZG15Ub2Qsk+YL3c5BTwJud1mDw9wqIsLr12/m/zt4j+1ewk2D389AKsX5ySg/HRkseg8VmfeaHmFcTSYIeTxsDNcCgmVbFU2/LIrz6xtCEfwuF4NT09NwggjzvndzpJ6fDA9yNhblWipFo99P2OtlT0MT/++he3hN+4aqElQoluGNXdtKut7Oq/Lg2WOMZeZblpUtT8twDesG3kl31jUsSrRFhANNa4k4mJmmrTzfH+wzo4MysmAxEJEw8E/A+1R1zkqRTk8ALwJVfUhVD6nqoebm5sV8dEkQEfY1ruF+hw0vUBz6/u35kwteP8hbFp89e4xEbv7GKRfCW7fsoqVK4+aKCGGvl85QmK5whMuJOJ2hMBvDtQynp+hJJhiaSs1ZvAWwFHqSCYJuN2sDQUSEjpoQY5m5ezaGp6ZmFo6b/AG8LmFwamrOd00vDg+kUvSlitfbUlvL+lCY3mSSrnCE1mANYY+36oRgGo/LxQPb97E2WOPsWM8OmZlZpo1Uy9FsjmfSjgLnFWFHXcOi6yro9nBvW6fj7/fEQG9F3b6vdhYkBiLipSgEX1bVf7aTh0SkzT7eBgzb6f1A56yPd9hpVYeI8IsbtrKrwbk3l8zn+Kszx266fqCqPNJ7uegJ9fprAC9pbXd001xNiAg765tI5LJsjdRxMjpOfyrBXc2t7K5vpM7n41Jisuh3ppAna1mcjo4TmCUEUBwBjWaea+hVlVguQ8AeEU0LgsclXIzHyFoW6UKei/FJLiXi1Pt87Kpv5K61rVxLJTkbi7K1tpZoJs2uhjVV/RtC0VLsge378LvmjwAV6EvG+dKFM8tiHVPuX0pVeXailDlpZKbOF4OI8LLWDkcz09HMFMfGl38W4fnCQqyJBPgccEZVPz7r0MPAW+z3bwG+MSv9N22roruAWDWtF1yPx+Xid+7YS4NvvkM7BS7FY/zvi6Uf3qK/nij/2tPtKATtNWF+ddP2BS+iVZJ6n5/L8RgBt5stkVp+MDxAs93QB9wetkTq2BiOMJpOc3RshMlcdub4NGK7lpiOKJcq5Gn2zz+nyR9gNJPhh0MDjGcybAxH2BKpJWi7N14bqOEnI0NsidTiERcX4zHqyrhTe6kQEbrCtfz6lh0lTZifHL42J7rbSiVVyNOTiM9LdwH7Gm9duBv9Ae5sXOv4PH7LxDooGwsZGfwM8BvAvSLyrP26H/gI8GoRuQC8yv4b4BHgEtAN/A3wwNJne2mJeH28a+d+fCX81U8HZHF6eJP5PJ89c8zR3YTf7eEdO/bd1NVDtSAibIzUEc9lEYQWf5Czk9GZh09EcEtxTSDs8bK1tp6zsShXE/FitDT7vCZ/YMY/UV8yQYO9QKyqZK0CPYk4FyZjbI7U0uQP4BLBNb0OQXEe+mJ8kpZAAMve/dwVrq36UcE00ybMr1q3vqSH07+/dHZFezhVVU5NTJBzyH9zIHBbptOlvJkCXI3H6UnM389guH0WYk30Q0qPOF/pcL4C77zNfC0r0w7tfrlrG1++dHZeD7+gype6T9MVrpuzwaiYfoqxEu4m3rRxGx01C7emqAY6QxF+MjxA2OvlZW3tqMLJ6Di764shKPtSSbxuFzvq62kOBGgJBMlZFgNTKVL5HO01IcIeL14RYrls0WcRxYhg/ckkNR4P62pCeOyFZU+DYGlxp+naQNB2Xxxlc20tXeEwp6NjZKwCL1jTWtkfZpG4RPiVjdu4mpjk/OTEvHsqZ1l84tRR/q87X0xdBfec3Cp5e2+BEwcam297JLwxXMuGcITL1zX8ivJI3xXesX3viukcrBSeVzuQb4SI8Kr2DY6BuqG4m/SvzhwjbS/+qSo/GOznqZFBx+mhQ2taeFlbx4q7Yd0iWCj9qQR+l5ugpzg9dDI6zuXEJB6X0BqowW27BRcRfG43nTUhttXWk7UszsSiRHNZHh/oZzyb4WwsSt6yuKOunvWhMF6Xa+Z3KXosDSAIfankjBD4XG4Cbg+DU0lUqSpT0oXic7t5YMc+6hxCZioQy2aKoUfLFDKzXGMOVeVyfJIpa/5CeMjtob3EjuzF4BIpWo1df23gmbEhJsrkWPL5jBGDWbhE+O1tu0tag/QkJ/nKpbNFnz1TSf7+4hlHIVgTCPJbW3fNNJgrCRFhXU246NTPboCDbjcuxJ66Ke1OwiVCo8/P+lCYaDbDRDZDNJuhMxSmweefMxV0/WfXBAJcmIzid7tn4k8U1xaC89YlVhL1Pj+/s2NvyZga52IT/NOVC2WZBy/XL6bAiRL+gvY0NC2JcE/v3ah1ENKsZfGf/VdX7BRbtbLyWqsyU+Px8v5dd5a0BvneQD/f7LnEZ04/6+huwuty8d/v2EvoJp5Aq5Viry/GNdsFtarSn0rS6Pfz4uZWTkfH5zVcqopl+x46HZtgMpdlU7iWXfWNbLHXIM7Fooxn0lizXE9MY6lybjLKz6xtI+TxMJJOz3znQCrJpXhsxT740x5O37TpjpIeTr9z7WrJNalqZHhqqoQ5qeuG3kkXi9/l5p6WdY4dsx8MXXN8/gy3jhEDB9qCIX5r2y5HaxAL5eHeiyXdTfyiHb5ypfZkk/kcnaEI+5uaGUlP0Z9K4hKhLVhDyOtlU6SWU9FxErkcqsW5775UMaSl1+ViZ10DbcEakvk8B5uaSRcKtAZruKOuGNLzXCxKbypRtBdXJZnPc34yyuZwLX7bTFVRRjJpRtJTHFzTQlekllSFnL0tBSLCves6efFa55gaBVU+f/4UVx0sc6oNvcEms82RCMEl3FQ5HYvEyaHjZC7D4dHKughfbRgxcEBEeFFzG68o4dDO8TPArvom7itj+MpyMx0ec1OkjtZgiMcG+hBkjqfRGk9xc9qJ6BjPjI/Sn0rQGqxhe209Ea8PESFnWdT6fHhEqPF4yFoWIkKtz8f2unpagzX0p5I8Mz7KU6PDrA9F8M3ah7A2EKSgyo+HB1gXCrMxXLegwDfVjFtcvGXLLjpDYcd7KmMV+KuzSxsysxy/ViKfo9/BLbcL2FuGfSANPn/RhYfDse/0XTVmpkuIEYMSuER486btdEWcHdpdT53Xx+9s34u7Qm6pl4KC6owPoaF0Co8IjbMC0xRsP0H9ySRN/gA5y2J9KDJnQbgYwCY1sxGtdVbgG7AXnF1u1ofCZC2LtkCQq4n4nB3OIsWIaSLCeCaN1+Uiq4UV/+AHbA+nTr79FRiaSvE3Z48vWcjMpe6SqConJsbnuVtRVQRhqpBjPJNe0tdENsMm22PunGsCPck43fHoEpfy+cvKMICvED63m3fvOMAfH/0R8Vnxea/vobpFeMeO/Y4+VVYSvck4O+ub7D0CcH9nFxcmJ9hW10B/KomlSkdNmNZgkEjKi8/l5nRsgp11DTOmhAqkC/mZADYekWI8Ap5rnCxVzk9G2VnfQEGVRp+fdKHAxcQkLoqxEc7GxnlVWyfxfI7RTJrtdY1cTcYdG4aVxJpAkAd27OcTp47M25uiwLGJUf756gV+uWtb1Y0ws5bFhcmY47FzsTF+MHh1WfNjoXyr5xLbdi/e7YVhPiu3G7tMNPkDvGPHvjkWErN7RgK8Yf1mtt+CH5ZqQlU5H5tgPJOhoEpbTYhkLsfR8VEGUim6QhG2ROpmdggLQrM/QFcowpnYxIxAjmcytNeEZ34LEaGtpmYmxnRxx3aMjeHa4rSSfU7Q42GrvcP52lSSE9Fx0lae5kCQvGWRyOW4OBld0VNFUCzr7oYmXr9+c8kF5X/vu8Kz4yO3Xdal/KVUlQvxGGmHRdt0Ic94OsW0g7JyvZw4Ex1nJH178UcMRYwY3AQRYVd9E69fv2nm4Z2+OQXYHKnjZzs3rWghSOVzPDUySE8ywVg2Q84q0D0ZI+DxcG9rOwG3G/esqaAZpOiLZ0MowunYBAVVhtPFADazCXu8DE9NUVDl/GSMrnDE0XuriOB2uahxu7m3tR2PuDkfi5K1LEYyaa4mExwZG65Y5LClQkT4+fWb2N/YXNpJ4rkTDDnEE17UdW7r03OxUE5NzDcnVVXGplIVi1OcU2tOsCPDrWPEYAEUozBtZk/DmpkHTLCdku3YX7HwlUuBpcrHTx7lwbPHOBMdZzyTxudy0xkK43O5qPX5OTI2TCqfJ1147hXNZojncqQLedwi+F1uvjvYj6WQtgpzzk1bBdJWgScG+qnxeLBUSRfyxHNZxjOZOedO5fMcGx8l4vXjd7tYHw7jcbkYTU9xemKMvzz9DB8/eWTFrx+4xcXb79jLGn/Q8Xgin+PTZ54lfRvCt5S/0LVUipjD4nbeshhJ355o3Q7T7mKmlskT7Gpm5bZiy4zH5eJdO/bzgjUthD0eNobr+MCugwsK6VftTDc4WSvP6FSSrGUxVciTyuexVKn3+bk4GSWVz8+80oXCzPupQp4Gv5+8ZXExEWMik5lz7kQmQ18yAVIMeDL93VP2Z2efezEeo94foKDWzHVyhQKj6SmyVnHdJpHLocsa4bc8hLxe3r/7ToJut6MtfW8yzt+eP3HLwrdUIwNV5fjE2PygPapEs1NMFXIVrY1kPsePhq+Z0cFtYhaQF0HA4+GdO/aTsyw8LteK8ETqxGxrFQHev+dOLsdjbI7UY6lyMjrKRMbHrvom/G43L1zTwunoGA0+/8xUUTKfpyUYnNllXbAsNkZqaQ3U0JdKzPiyV3tq6JVtHVybSlLv88+svxRU8bvdNNqCqqpcikc50NiMz+ViqpDnfGyCZD7Hfe3r+dmOLrrjE3SF62b2gCis6FFCe02Yt27dxUPn5sdJVuDp0SH+ve8y93dsrNhUZDSb5VqJGMT5QqHk6KYcxHNZMlZhXiS0R/t7eHlr54zhgmHxGDFYJNO+eFYyFyYnOBUdmwnB2OQP0jTrgX5pSwcZq0D3ZHHX8Jbaeq6lkuxuWFPyYRvLpOmsCRP0eOiUMGdjE2ytredSYpIN4TABt4e2YIiR9BStJYL8WKpEs1kmMmnOxMZo9AfZUd+Eb9Z6xSH/cw7rpvdF9CcTS/jrLC8iwl3NbVycjPHotauOITP/5Uo3myJ1MxHnlpPpUYHTikBHKMTbtm533JxZLk5MjPKJU0fnpQ9OJTkTG2NPw/IHylotmGmiVY6Tn5isZfGpU8+U3Mg1Hb9gd8Ma7mlptxvpNE+NDJKzCvM+o6qMZtIzwUwiXh8twRoe6e9hXTBEwLarD7rdjGXSjp/PFgo8OXyN0XSKgiova+1kX2MzfrfbsQFUOwj7p049Q9Zh8XIlObYTEf7rpjvYWdfo2Kxm1eLTZ44t2jnbUoyX0oUCl+LzXUYLsLe+Ca+raFywXK/dDWtYV8IT8H+YTWi3hRGDVc7OWYve0yjFHa+fPH30pjt7XSJ0hCK8adN2epOT/GjoGj8aHuByPMb0x1KFPGtnObCbFof9jU30phJzNpy1BIKk7MU+S5UriUl+OjLID4b6uRSP8Ssb76A9FL7hFJyqciY2zidPHXU0dRRgf5OzpU614nW5+J0d+1jjDzrmO5HL8slTR8mUycOpE2rvB3ES24jXtyTeSReLW8QxToQCp6NjDDrsjjYsDCMGq5hiWM/NRV9J1x0rbg4rCsLZ2M1dPbhsL5J7G5t5YXNxqubxgV6uJibpnozNCWBzIR6jsyZMZ02Y9mCIc7P2BzT6A3RPxrgSj/Gd/qvkLIuDa1o4uKaFl7Z23HQdRlU5GxvnL24gBHc2reUXN2xZcea+tV4fD+zYVzLI0pXEJF++QdS967nd0hdUOVXCO+nOuvqKrJmJCHevbXN0BGmp8rgxM71ljBiscvxuDx/YfZAtNxCEvzh1lHOzNo6Voitcx9nYOB4RuiJ1vKy1g4LdSz8xPkoyl+P8ZGxm7UBEiHi9tAVDnJ2MkszlOD4+wrnYBG5x8ap169laW49bhFMTo6wPRW54fVXlXGyCT5w6StqhhzwtBA/s2IfXwetstSMibIrU8etbdpYMmfn9wX6eHOpfUIN3u01iTzJB3MG01Scu7qirnDPGoNvD3Q5O/xT44dC1JfXv9HzCiMHzgBqPlw/sPsjmSF1JQfjEqSM3FQSPCC6EvFoI4HEV1xZ+Yf0mttTW8e/9VzkTHSOey870XhXIFvKcHB/h4d7LbKmt5+c7NyLimgl6nteiddaN5vmnheDjNxCC/Y3NvGOFCsE0IsJLWtpLOkm0UL7YfZqryfhNBeF2mmrLXjh2YlOk1tHF+3IhIry2vcvxfpkq5PnR8MpxB15NGDF4nhDyePnd3YfYdBNBuDBZWhBEhJ0NTVyOT6IoeasYn9jncjMwNcX9HV28fv0mpgp5vnb5HE8M9PK1y+fIWAV+qWsLr+vYQH8qid/tJpnP2Y7p4FI8xk7bssmJ6bnrohDM76lOC8E7d+zHt4KFYBqXCG/atN2xrqDoNvwvTh4taw94zHYhPi9vwL7G0nW1XKwJBNlW1zAvvWhmeqXoIt2wKG4qBiISEJGfisgxETklIv/TTt8oIk+JSLeIfFVEfHa63/672z7eVeYyGBZIyOvl93YfYuMNBOFjJ49w4QY+gMIeL33JOIlcjuH0FI3+ABfjk7TXhAi63SRzOa4lE6wP1bK9roH2UISriTipXJ4628rowmSUep+P0UyaZD7HYCpFuEQwoKIvoygfP3mkpBDsnRaCFW7yOxu/280D2/fN+G+ajQIT2TQPnj1O9gYBXm61b1z0TupsTro2EKS2ChwyukR4faezf6fRTJozMee1DkNpFjIyyAD3quo+YD9wn4jcBXwU+ISqbgEmgLfZ578NmLDTP2GfZ6gSQl4vv39TQThMdwlBEBE219bzzNgIJ6Pj9CWT1Hm9DKeTPHatl+F0ihc0t3L32jbaasLcs3YdL2puZTCd5PGBXiazGQJuN1cTcU5MjHFkbJgtJaJjqSrdNxOChmbevcqEYJqih9N9eEqEzDwdHeOrl87POAG8nlvtu6fyeS47BNoprsncfrD7pWJrXT0tQWeLpm/2XDJmpovkpmKgRaZ39XjtlwL3Al+3078I/IL9/g3239jHXymVHlMa5jA9QtgQnh+rYVoQPn7yCN1xZ0HIWRbfG+zh0b7LHJ8Y5sLkBBGPj1eu62RzbT2eWZvERASPy8XW2gbubesk7PVxKR7l2PgI3+6/zCN9lxzXAFSV7niUj508QqqQd4wqt6dhDe/auTqFAJ4LmfnLG7eV9HD62EAPFyajS3ZNVeV0bGKee22AkMdDW4kNg5XAIy7ua9/geA9fjEfpSczfH2EozYLWDETELSLPAsPAo8BFIKqq0921PqDdft8O9ALYx2NAk8N3vl1EDovI4ZGRkdsqhGHxhL1ePrintCCkCnk+fuLIvPjDqsozY8NkCgXGM2le276BF69dR9MCgtaLCI3+AC9v7eSV6zqZyKTJFgr8dGRw3jUuxmN87MQRRwdkAuxuaOLdOw84ej9dTRRDP67nRc2tJQXhejcWt0NOLc7Goo7H9i5RsPulQkR4YXOrY7AgS5XvXLtqFpIXwYLEQFULqrof6ABeCGy/3Qur6kOqekhVDzU3my3klSDs9fH7ew6xIVRaEP78OkEQEe5a28a6mhD3tKyjNRha9GKiiLA+FOHQmhbagmFe0to+Z8Pa5USMj508XHJEsLu+ifc8D4RgGre4+K2tu2kLhhY19bPYZlBVuZpIzGwKnI1XpGiNVkViAEXDiLtanM1Mnx4ZKjmFZpjPoqyJVDUKPAHcDdSLyLQkdwD99vt+oBPAPl4HONuoGSpOxOvj9/ceYn1JQcjx5yeOFC2IbEHoqAnzfx/8Gd62bfctzx97XC4e2L6P/+fQi2m33QtMC8GfnThM0sG+XYCd9U28Z9cB/A69wdVM0FPcL7KYgPOLrRkFjo2POh7bHKlb0mD3S4WI8Op1G0q4XSnw5JDxZrpQFmJN1Cwi9fb7IPBq4AxFUXijfdpbgG/Y7x+2/8Y+/ria2qhqIl4fH9x7iPWhSGlBOHmYK4nJmRjFbnEIdrNIZn+P2q4pbiYE730eCsE0zYEg/337vrJN1QxNpRh36Em7gN0Ny+8kb6G0BkNsrXU2M/1O/xUyN7C4MjzHQkYGbcATInIceBp4VFW/BXwI+ICIdFNcE/icff7ngCY7/QPAh5c+24alJmJPGXWEwo6CkMzn+LMTzwnCUr+uJCb50xNPlxSC7XWNvHfXgRmnd89HRIT9jc38bMemBfX6F9MDK3onHXf8THMgSIPPv4hvW15cItzf2eX4m8RyWY6N3X4I0ecDN32yVPU4cMAh/RLF9YPr09PALy9J7gzLSq3Pz4f2vICPnjhMXzI+z2d8Mp/jI8d+SnsowlJ2ElWVvlTC0QlbUQgaeP/uO5/XQjCNiPALGzZzMT7B6ahz4z1z7iK+dzKXozfl7Ap8X0NT1ZiTlmJnfRNrA0GGHDbKfavvEofWtFTV4nc1Yp4uwxxqfX4+uOcQHz3+NP2pxDxBmLIKdMejy5IXAbbVNvC+XQeNEMzC43Lxzh37+eOjP2Y0M1VSEBbaFy46/5twtEoKezx0hpxdRlcTHnHxqnUb+PtLZ+fds72JBD3JOBsjdZXK3orAuKMwzKPO5+dDe19Ae838KaPlYloIPrD7IEGPEYLrCXm8xYX0G7jfWGjdWbanWSd21DWsiB61iHBPSzs1DveKovzYhMW8KStaDEoFove4qv/mLUVTwNmf/bQX0OWizufng3tfwLqaxZkzLgWVEoJSjV413k3T5rm/sWWnY74FFjy1o0DOYYrOIzITvnQlUOPx8MI18/djKMVd1YvFLS6c5kNXxq+xeFasGIgI68POQVBu5gq5mtkcqZvnbE2Au0psOion9T4/H9r7wmUVBAG2VGhEsDYQmNewCtAarKnKBrHYG17HK9o659WPR1w02LGlb4ZbhDWB+XGMN4YjM9HrVgIiwus6NuK9zn2HC+HFa9ctug4DbjdNDgvnjf5AyY7oSmZFj7/rvD5e0tzKj0eHyFkWLhG2RerYvoJ6M9dT7/Pz9u17+PyFU6RyeVwCh9a0cF9HV0XKVO/z80f77uJrl89zcmKUwqK3Mi0cF8KuhkZ+ddOOikwNhTxe7m5u4amRIfKquETYXd9Y1XPmIsKvbtqOW4TvDvSRsyy8LuHnOjfRtEAxEBFe0drOI/09RLMZBFgbqOHu5tYV9xy1BGt48+bt/OOV86TzBbwu4efXb2ZHfeOiv8slwmvWdfJIfw+xbAal2Oa8qu3mQZhWIlIN82iHDh3Sw4cP39JnVZWcZZHI5/C73NQs83RKOVBV0oUCY5kpajxe6n3+it98qoqlWkYpeG5qo5L1p6pkrAKpfJ6A20OwRAzmakNVSeRzxLIZIl4ftV7fovNdUIt4LodQNDWu9D13q6gqyXyOaDZDrddPxOu9rTosqEUil0OBiNdbnD6qEkTkiKoeWorvWtEjAyj2anxuN40raDh7M0SEoMdDh6d6pruKG8RWZuOwGESKAXtWmvVSMaqcj8htuJd2i4v6Kt5PsFBEhLDXR3iJXG27xUXdKvhdbkb1SJzBYDAYKoYRA4PBYDAYMTAYDAaDEQODwWAwYMTAYDAYDBgxMBgMBgNGDAwGg8GAEQODwWAwYMTAYDAYDBgxMBgMBgNV4ptIROLAuUrno4ysAZwjja8OVnP5VnPZwJRvpXOHqi6J35pqccBybqmcLVUjInLYlG9lsprLBqZ8Kx0RuTUPnw6YaSKDwWAwGDEwGAwGQ/WIwUOVzkCZMeVbuazmsoEp30pnycpXFQvIBoPBYKgs1TIyMBgMBkMFqbgYiMh9InJORLpF5MOVzs9iEZFOEXlCRE6LyCkRea+d3igij4rIBfv/BjtdRORTdnmPi8idlS3BwhARt4g8IyLfsv/eKCJP2eX4qoj47HS//Xe3fbyrohlfACJSLyJfF5GzInJGRO5eLfUnIu+378uTIvIVEQms9LoTkb8TkWEROTkrbdH1JSJvsc+/ICJvqURZrqdE2f7MvjePi8i/iEj9rGN/YJftnIi8dlb64ttVVa3YC3ADF4FNgA84BuysZJ5uoQxtwJ32+whwHtgJ/CnwYTv9w8BH7ff3A/9OMeTvXcBTlS7DAsv5AeDvgW/Zf38NeJP9/rPAO+z3DwCftd+/CfhqpfO+gLJ9Efg/7Pc+oH411B/QDlwGgrPq7K0rve6AlwJ3AidnpS2qvoBG4JL9f4P9vqFKy/YawGO//+issu2020w/sNFuS9232q5WuuB3A9+e9fcfAH9Q6Qq5zTJ9A3g1xU10bXZaG8W9FAB/Dbx51vkz51XrC+gAHgPuBb5lP1ijs27QmXoEvg3cbb/32OdJpctwg7LV2Q2mXJe+4uvPFoNeu8Hz2HX32tVQd0DXdQ3mouoLeDPw17PS55xXTWW77tgvAl+2389pL6fr71bb1UpPE03frNP02WkrEntYfQB4CmhR1QH70CDQYr9fiWX+C+CDgGX/3QREVTVv/z27DDPls4/H7POrlY3ACPB5exrsb0UkxCqoP1XtB/4c6AEGKNbFEVZP3c1msfW1YurxOn6b4kgHlrhslRaDVYOIhIF/At6nqpOzj2lRnlek2ZaI/BwwrKpHKp2XMuGhOCx/UFUPAEmK0wwzrNT6s+fN30BR8NYBIeC+imZqGVip9XUzROQPgTzw5XJ8f6XFoB/onPV3h522ohARL0Uh+LKq/rOdPCQibfbxNmDYTl9pZf4Z4PUicgX4B4pTRZ8E6kVk2p3J7DLMlM8+XgeMLWeGF0kf0KeqT9l/f52iOKyG+nsVcFlVR1Q1B/wzxfpcLXU3m8XW10qqR0TkrcDPAb9mix0scdkqLQZPA1tt6wYfxUWrhyucp0UhIgJ8Djijqh+fdehhYNpC4S0U1xKm03/TtnK4C4jNGt5WHar6B6raoapdFOvncVX9NeAJ4I32adeXb7rcb7TPr9pemqoOAr0icoed9ErgNKuj/nqAu0Skxr5Pp8u2KuruOhZbX98GXiMiDfYI6jV2WtUhIvdRnKZ9vaqmZh16GHiTbQW2EdgK/JRbbVerYLHkfooWOBeBP6x0fm4h//dQHJIeB561X/dTnGt9DLgA/CfQaJ8vwGfs8p4ADlW6DIso68t5zppok33jdQP/CPjt9ID9d7d9fFOl872Acu0HDtt1+K8UrUtWRf0B/xM4C5wE/hdFy5MVXXfAVyiugeQojuzediv1RXH+vdt+/Valy3WDsnVTXAOYbl8+O+v8P7TLdg543az0RberZgeywWAwGCo+TWQwGAyGKsCIgcFgMBiMGBgMBoPBiIHBYDAYMGJgMBgMBowYGAwGgwEjBgaDwWDAiIHBYDAYgP8fJu98/yq+stoAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(img)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f32043ddc40>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(img[:,:,0])"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[2, 0, 1]\n",
"[0, 1, 2]\n"
]
}
],
"source": [
"dest = list(range(img.ndim))\n",
"source = dest.copy()\n",
"end = source.pop()\n",
"source.insert(0, end)\n",
"print(source)\n",
"print(dest)\n",
"\n",
"img_contiguous_channels = np.moveaxis(img, source, dest)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(4, 381, 1201)"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img_contiguous_channels.shape"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f320434d400>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(img_contiguous_channels[0,:,:])"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"# 3 spatial dimensions + 3 channels\n",
"file_name = 'first_instar_brain.mha'\n",
"if not os.path.exists(file_name):\n",
" url = 'https://data.kitware.com/api/v1/file/5e84e8a82660cbefba7d70ea/download'\n",
" urlretrieve(url, file_name)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"itk_image = itk.imread(file_name, pixel_type=itk.RGBPixel[itk.UC])\n",
"img = np.asarray(itk_image)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(56, 256, 256, 3)"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img.shape"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f3202e24880>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(img[30,:,:,:])"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f320157abe0>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(img[30,:,:,0])"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[3, 0, 1, 2]\n",
"[0, 1, 2, 3]\n"
]
}
],
"source": [
"dest = list(range(img.ndim))\n",
"source = dest.copy()\n",
"end = source.pop()\n",
"source.insert(0, end)\n",
"print(source)\n",
"print(dest)\n",
"\n",
"img_contiguous_channels = np.moveaxis(img, source, dest)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(3, 56, 256, 256)"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img_contiguous_channels.shape"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f3201555790>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(img_contiguous_channels[0,30,:,:])"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"# https://github.com/Project-MONAI/MONAI/issues/1007\n",
"file_name = 'bad_image.jpg'\n",
"if not os.path.exists(file_name):\n",
" url = 'https://user-images.githubusercontent.com/17726042/92523062-a3882680-f217-11ea-9e48-3ac644559ca9.jpg'\n",
" urlretrieve(url, file_name)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f3201522a30>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"img = itk.imread(file_name)\n",
"img = itk.array_from_image(img)\n",
"plt.imshow(img)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f32014f5a00>"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(img)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"img = LoadImage(image_only=True)(\"bad_image.jpg\")"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f320144ae50>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(img[0])"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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