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Image Denoising with OpenCV
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import cv2\n", | |
"import matplotlib.pyplot as plt\n", | |
"import numpy as np\n", | |
"import sys\n", | |
"%matplotlib inline" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x123c5c208>" | |
] | |
}, | |
"execution_count": 14, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x12385b5f8>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Read the original image\n", | |
"image = cv2.imread('05.png')\n", | |
"plt.imshow(image)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x1238e1940>" | |
] | |
}, | |
"execution_count": 15, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x123485978>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Convert to grayscale and Gaussian blur\n", | |
"gray_image = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\n", | |
"gray_image = cv2.fastNlMeansDenoising(gray_image, None, 15, 21)\n", | |
"gray_image = cv2.GaussianBlur(gray_image, (13, 13), 13)\n", | |
"plt.imshow(gray_image, cmap=\"gray\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x123fe9048>" | |
] | |
}, | |
"execution_count": 16, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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dJmXaiFhIec5Hf5ykByQ9LGm3pI+l9jMlbZX0uKQ7JB2T2o9N9+fS42dM9yPYJHQLhyJ33asSVkV2cfTrwvEFNw7XniZNnR55+uhfAC6KiDfTumzgpZJWAZ8AboyIFcAvgKvT+FcDv4iI1wM3pvGswrJh1nkb9Hi3ceoi7zlUsqHbecu2d47T7Tl5auhXSz9ND8M6Gxj00fLLdPfodAvgIuDO1L4RuDwNr0n3SY9frDot3TU16sI9bHdF+37VQ7/fES55x4X+J03r9z/JBvIkpmOv93Lo10OuPnpJi4DtwOuBzwA/BJ6JiENplHlgaRpeCuwFiIhDkp4FXgP8bIJ12xRMa6HOfvnY+UXkpI4gqYJxAtmXw7Nx5Dq8Ml0EfCWtC32fD7yx22jpb7c58IilVtJ6SdskbTt48GDeeq2CenVTtO93jlfHkB/XpPeA+v3it+mnC6ijoY6jj4hngG8Bq4DFktp7BMuAfWl4HlgOkB5/NfB0l9faEBGzETE7MzMzWvVWC1UM91419+uPn+YXpJMI5F4rE4d99eU56mZG0uI0/ErgEmAPcD/wnjTaOuCuNLw53Sc9fl9UbSk2y2nYIB+0Ihh2BTHqXtAw43vxrb48ffRLgI2pn/4VwKaIuFvSo8Dtkv4O+B5wSxr/FuBfJM3R2pJfO4W6zRqlM+wncTx4vx+DNenUCE0wMOgjYidwbpf2H9Hqr+9s/x/giolUZ2ZdTSqA8+x9WPX5XDdmdgSHfL046M3Mas5Bb2ZWcw56M7Oac9CbmdWcg97MrOYc9GZmNeegNzOrOQe9mVnNOejNzGrOQW9mVnMOejOzmnPQm5nVXJ7z0R8n6QFJD0vaLeljqf0Lkp6QtCPdVqZ2SbpJ0pyknZLOm/aHMDOz3vKcj/4F4KKI+KWko4HvSPp6euwvI+LOjvEvA1ak21uAm9NfMzMrwMAt+mj5Zbp7dLr1O4fpGuCL6XnfpXXJwSXjl2pmZqPI1UcvaZGkHcAB4N6I2JoeuiF1z9wo6djUthTYm3n6fGozM7MC5Ar6iHgxIlbSugj4+ZJ+G7geOBv4PeBk4K/T6N2uJHzEHoCk9ZK2Sdp28ODBkYo3M7PBhjrqJiKeAb4FXBoR+1P3zAvA53n5soLzwPLM05YB+7q81oaImI2I2ZmZmZGKNzOzwfIcdTMjaXEafiVwCfD9dr+7WlcRvhzYlZ6yGbgqHX2zCng2IvZPpXozMxsoz1E3S4CNkhbRWjFsioi7Jd0naYZWV80O4E/T+PcAq4E54FfA+yZftpmZ5TUw6CNiJ3Bul/aLeowfwDXjl2ZmZpPgX8baEVq9cWZWFw56O0Jrp8zM6sJBb2ZWcw76hpPkrhqzmnPQN1xE9O2q8UrArPoc9A3nIDerPwd9ww364tVfzJpVn4PezKzmHPRmZjXnoLeu3HdvVh8OeuvKffNm9eGgNzOrOQe9mVnNqQy76JKeBx4ruo4hnAL8rOgihlCleqtUK1Sr3irVCq43j9dGxMArN+U5H/1CeCwiZosuIi9J21zvdFSpVqhWvVWqFVzvJLnrxsys5hz0ZmY1V5ag31B0AUNyvdNTpVqhWvVWqVZwvRNTii9jzcxsesqyRW9mZlNSeNBLulTSY5LmJF1XdD0Akm6VdEDSrkzbyZLulfR4+ntSapekm1L9OyWdt8C1Lpd0v6Q9knZL+mDJ6z1O0gOSHk71fiy1nylpa6r3DknHpPZj0/259PgZC1lvqmGRpO9JursCtT4p6RFJOyRtS21lnRcWS7pT0vfT/PvWEtf6hjRN27fnJF1b1nqP0L7wRBE3YBHwQ+As4BjgYeCcImtKdb0NOA/YlWn7e+C6NHwd8Ik0vBr4OiBgFbB1gWtdApyXhk8EfgCcU+J6BZyQho8GtqY6NgFrU/tngT9Lw38OfDYNrwXuKGB++Avgy8Dd6X6Za30SOKWjrazzwkbgT9LwMcDistbaUfci4KfAa6tQb0QUHvRvBb6RuX89cH2RNWVqOaMj6B8DlqThJbSO/Qf4J+DKbuMVVPddwNurUC/wKuAh4C20fmhyVOd8AXwDeGsaPiqNpwWscRmwBbgIuDstuKWsNb1vt6Av3bwA/AbwROf0KWOtXWp/B/CfVak3IgrvulkK7M3cn09tZXRaROwHSH9PTe2l+Qypq+BcWlvJpa03dYXsAA4A99Laq3smIg51qemletPjzwKvWcByPw38FfDrdP81lLdWgAC+KWm7pPWprYzzwlnAQeDzqVvsnyUdX9JaO60FbkvDVai38KDvdi7cqh0GVIrPIOkE4CvAtRHxXL9Ru7QtaL0R8WJErKS1tXw+8MY+NRVWr6Q/BA5ExPZsc596Cp+2wAURcR5wGXCNpLf1GbfIeo+i1T16c0ScC/w3ra6PXsowbUnfx7wL+NdBo3ZpKyzbig76eWB55v4yYF9BtQzylKQlAOnvgdRe+GeQdDStkP9SRHw1NZe23raIeAb4Fq0+zMWS2qfkyNb0Ur3p8VcDTy9QiRcA75L0JHA7re6bT5e0VgAiYl/6ewD4Gq0VaRnnhXlgPiK2pvt30gr+MtaadRnwUEQ8le6XvV6g+KB/EFiRjmI4htYu0eaCa+plM7AuDa+j1Rfebr8qfcu+Cni2vSu3ECQJuAXYExGfqkC9M5IWp+FXApcAe4D7gff0qLf9Od4D3Bep03PaIuL6iFgWEWfQmjfvi4g/LmOtAJKOl3Rie5hWX/IuSjgvRMRPgb2S3pCaLgYeLWOtHa7k5W6bdl1lrrelqC8HMl9SrKZ1pMgPgb8pup5U023AfuD/aK2Zr6bV17oFeDz9PTmNK+Azqf5HgNkFrvX3ae0S7gR2pNvqEtf7O8D3Ur27gL9N7WcBDwBztHaLj03tx6X7c+nxswqaJy7k5aNuSllrquvhdNvdXp5KPC+sBLaleeHfgJPKWmuq4VXAz4FXZ9pKW2/25l/GmpnVXNFdN2ZmNmUOejOzmnPQm5nVnIPezKzmHPRmZjXnoDczqzkHvZlZzTnozcxq7v8B75sDqrgcm+YAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x123b3fda0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Adaptive thresholding\n", | |
"thresh_image = cv2.adaptiveThreshold(gray_image, 255, cv2.ADAPTIVE_THRESH_GAUSSIAN_C, cv2.THRESH_BINARY, 17, 2)\n", | |
"plt.imshow(thresh_image, cmap=\"gray\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"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": "3.6.4" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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