computer-vision/edge-detection.ipynb
aj 83769a8449 added spatial colour and texture
added imload normalisation
added fixes for 0 edge histogram
2019-12-08 22:19:30 +00:00

172 lines
312 KiB
Plaintext

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h2><center>edge detection</center></h2>"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fa72c19bf50>"
]
},
"execution_count": 11,
"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": [
"import cv2\n",
"import math\n",
"import numpy as np\n",
"from scipy.signal import convolve2d\n",
"from matplotlib import pyplot as plt\n",
"\n",
"img = cv2.imread('sheep.png')[:,:,::-1]\n",
"plt.imshow(img)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"sobel filter"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fa72c18dc50>"
]
},
"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": [
"kx = np.array([[-1, 0, 1], [-2, 0, 2], [-1, 0, 1]]) / 4\n",
"ky = np.array([[1, 2, 1], [0, 0, 0], [-1, -2, -1]]) / 4\n",
"\n",
"grey = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
"\n",
"blur = convolve2d(grey, np.array([[1, 1, 1], [1, 1, 1], [1, 1, 1]]) / 9)\n",
"\n",
"dx = convolve2d(blur, kx)\n",
"dy = convolve2d(blur, ky)\n",
"\n",
"x = np.concatenate((dx, dy), axis=1)\n",
"\n",
"plt.imshow(x)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fa726fcdc50>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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NvU5zYtHOfY0kXaSwfKAp3k6Ykka6JFxUsswWSvbbl+Zjzb+mo25i1Fb6WYUShnKWJW3TGYbFau4hceRt2YWSc2prJyQ5+NptkiW7Yyx04SRzO4akuoevu9CH29Zjqvp96WAb1qPN7qxUuSUSnCRRdsEUn9Nc2QjnDpQtRsWDQPw6zlPb1SKVn6LLhj3Ewq4l79R9sNrU5wAV2jR3p1JaB2mQsLTNKcqSjswsnHsXnS900HF+mqa+Pp/Lt9TJ9UXsPHOdUboXcdrcrhYtvRbZpxz90M52LAdVGj1rbTO+39Z7ODfnXNo2ljBw1zILzb304UhRcunWv5Kyh9jZYck73gZZo3+ur7fITHE66R7Xdqy293Iuuq9VmrEEGJuwEF0jTc6lLXTNLJx7jpxDtkwlJccYNwzp/TptF9pyTVpNbtKi7S7lkfi+WUktng4hxYxNlzuv4nUg54UMEXxNkUU495KpbOgMLQ4uJVlox2rIRRhaNBzLIJYIro+Ipq1zqRl02lKyG2gIUmsz1rWeTXNgJWzawJd17kR0IxEdJaL7gmN/QkRHiOhA83dZcO46IjpERAeJ6JK+DO+CnKasbfcLo/WuIqaaPNqUPefG3rcTG+LedF2HqTv2qdu3NCyR+0cAXCocfx8z727+bgcAIjoXwBUAfq655u+IaFtXxmq0aTiW6Fba+lUT/fbVoePBRiurxnH1OWsJqZWJam2Z+gBneYaptY+pMfV7PScs99LyG6pfBPCMsczLAdzMzD9k5m9j9UPZFxivbYVWWW1XgtYRctNfKeLP5Ve60p871pWTyyHdr1ItM5RdupZD2t7XruwoIbXeELaT3LqJ9lyc5WJpn2009/cQ0T2NbLO9OXYmgEeDNIebY8dBRHuJaIuItp469myVAaW7QcJoO6fthp0rlb50MbBmpd+aR5fyEFAW9ZdE2zmnNYRjyklwU98+l3rWm7pw6MjUOvcbALwKwG4AjwP4q9IMmHkfM+9h5j2nn1an3FicWVtpIr6+dsGvZCBqky5cD7Dmqa0tDMmYDrWL7ZtTKX/KA1OID0L9UuXcmflJZn6WmX8M4O/xvPRyBMBZQdKdzbHRyEWauQYWRkm5qNOSTw5r1Bhu1Yy3Q8azDslm6+ylpgN22WmHkFByUlFftNlCmwoW5uLYgXnZOkeqnDsR7Qje/gaA9U6a2wBcQUQvIaJzAOwCcJclz9p93iVp23SG2o5fGoXXLChq2m1cxlB7okslsxRtpAbrwNBm0O6CLu6VO0onxrIV8iYA/wngNUR0mIiuBvCXRHQvEd0D4I0AfgcAmPl+ALcAeADAZwBcw8wmQb2kcbbdGaB1Jk3G0a5JySHW6FdbOKslduA1UlIXTqNLJ7/OL/cMw5mNZtcUnKJlh5OFrgbUrsgFVk6/EDOPbQP2nHcSb7/37Z3nm3PUpXp9bmvkGFhsXKernf5rA08f9bbcU+t9b2NjnztQcmtBObu7fMZ9MTV7lsT6+W/bcehuZt4jpZnVJ1RrRn9tP3BtPqlzoXZbamus+5buAtKOxZ3MMmvRtPq4DEskXUq8nhDmFa8t5PKxMnakWTLLsjh+Z7OZlXNvG3m20b9jrVrT72sGkVj3bbNtsosBrGQtIrcNs8u6xPe/S0c29o6ZNbV1GnvtoAYfiPpjVs49p7GWXpciFxUNvQiXql9bJyDlbdk9pL0vsS0X6Vt2+GhpLOXlZh190UW7iWdOjhMyK+fe9d7ruXQIbcEtjjZLnarkrK3OMSWbxPm2tSk8Lp2zPkdJPhs7ym1T/tjrPV0wZ9unzqycewqrJGCNOrV8utxC2GVErl2Tq3cbGSeWSKRBqNQhdz3TyuXZ97ZQCc0uqy3husRcnORcAqolMDvn3rYRl0Y7XWxRi8sO807p+pbdFOF14eATDho1A4i2ppCTcErurzYgl0hwsbQS7xiKnV9OSpqbzNH1jLYrcgv9m8QYbWqSzr104dOSJnZ+WvraXR8lenXsgOPzlg6bkz40R5uLpq0yUPxf0/M121OzCe0eaXXRBuVUtNvH7CxFl7OnqUXucxsch2TI+zIp525Z2Is7e8102xIZa8dSjdeyEBs6KYsuHV5XYrOUj3Ys5SDaOI14rSA1o5AGBMugouUj2aAdc8pw513Gus0N2e4m5dylDix18rUjkm5W7BhiZ2LRKC0arlRuKm2Y3jIAhNfk7kkuSipx/G06rOXasD7awBtq+Tn7Lfeo1M6SdF0xN2fZdiHYEsjF1zhlTMq5r7HIE20cWk5z1a6T5AJrRJ2L1HN2S1pzLiLQOpEmp2h2SqQi9BxS+nAATuWlRfaxPZbjUtlDYJm9WfKYmvMrvX8lEmQbpnaf+mSSzj2FNv1eI3XeOGKsfcCSc43LtaLpvWH+oQPP5RHaJA1Ekt1xfjmnKmG5D9pxKfq2RPiaHdJ7iz2Wa7um6yn72Jp36WxraDbFwc/CuceOL/dw4shLkjvi9Npx6VxXaBFkHA2n0oWzCIvT0qSsePCz1DulaUvReGxveD4+VorFdmkAkAKBoZxPX45mCtG8ZZDJtdm28lqMdZa7BDbyi8OA4weKsDPkHn6sB1un8SXpYjs1W8K8cwOVxeFperdW79T9ie3THE+XTrXmGcXX92FXmH9uQKppW6l7PxTxs9ZsnRpTti1k3WYW98VhJSOsZUpf8jDDzlijz+b045S0IDlgTepIRaSp9ClnYJU2LBq2Zk9OQkrdN2tbmFqHtbZl62xVSmORMftAkhhjpholT62dtGFWzr3mxqccita4Ss9ZJJO4/JCUrKHZmjpWoiXHg5SWTpJTwuPWKF+K2iV9Xcq3xCGknGfu2ZYMGG2wriPEWGQOS7ouKb1nqXZgKaOmDWwqJ4xtQA3WKV9Kd5cixvj1+ppUOkvDscgXsd2pTi/ZH9uXavype5Vay7A6nlhmSUXi0uAlzQ5y91WTMFKzDW2WlrJ5KEoGLq3NS+mGJCUNhudCpAHXUi/pWss1U2Mo6WdWkXuIJjEAutQRH09FpanpZekU2dowtUavOQIp8pXylupotSc1cKQ6bxvJKjUoS/lp0Zw24IXlzCXCq4nsh6xbm5mHJTIfyin2zVB1yEbuRHQWgI8BOAMAA9jHzO8nolMBfBzA2QAeBvBOZv4OERGA9wO4DMAPAPwWM3+lH/NlYudVEu1oeqEmKcRla7ZJEWvoiEIb4jRxGakoOFfHlKPW7l3c+bToXLMtN1vK3WPJaWsRYqr8nG1D0rZcbUbSJ22ks1IbSyTHJQwCbbFE7j8C8LvMfC6ACwFcQ0TnArgWwJ3MvAvAnc17AHgbVj+MvQvAXgA3tDFQizJTo32oWcedN+csUzbknI7FGcbnJaelSTVa9CwNDGEeqXuUIi4zVQ8tms9JLDEW55+j5vlKg+mcyT27kLb11WQvLX1u5i2xhGczJMVbIYnoVgAfbP4uZubHiWgHgC8w82uI6EPN65ua9AfX6VJ5WrZCpiKrkkhaOpdy0FokJ5Up5WXVhK0RR66MlJ3WOsTXaPmnJJKSOuTuUcqG1EBqlQVKovw1c4oEtZndnCiZJS6dlK/qbCskEZ0N4HUAvgTgjMBhP4GVbAMAZwJ4NLjscHMszmsvEW0R0dZTx55VtThA32miabRhulT0H6aR8g3TpKJjya4cYT6hNCPZFtYhTiNFaCkHGNdBskmKrnJSV2rw0u55bmCLr41nJ7FN0r2Qnp2U3hrlz4FUexqamrKts6xNo6beZudORD8J4JMAfpuZ/zs8x6vwv2gKwMz7mHkPM+85/bRtSekh1+HDdJrUYHXAqWOSXZJskqJG262JjLV0lvpKjm+dLnaCqfMpWSXl9FOv43ubclhSeanpfyr/+L1ltlOLNPD0gfQ8hiTVpy3XhK+1Pp0KHkrK7Jux7DDJMkT0YgCfBrCfmf+6Ofac3NKFLHPX/rOyU/T1ayAdOWpOvDTCtsg2Uhm1nSklReSkEqv8Yq2LRolsUfIMU3VO2ZCTVzTbNLtybWjqbLJsAZTJnHPGIstYdssQgA8DeHDt2BtuA3AVgOub/7cGx99DRDcDeD2A72mOfY0WoaUiwfj6lHOUri2VgSQHG/6PbZWcVS6/VKSSa6CWQTGuo8VO6Vx8LJY5pOemDQTaTCxljzZQlN4Lqcyx5Yw+KL0Xc8Yys11y/ddkI3ciugjAfwC4F8CPm8N/gJXufguAVwB4BKutkM80g8EHAVyK1VbIdzPzllbGOnJfo0VkFmeVy0MqRzonRQA5B5Y6l7NbIhXhSvanrk8NKJLNluOWMmP7LPUsyTdEG9S1e6WVObXI3TLQWGczXdejT0e5KU64BkvkPrkvDrNEaiV6qCYLrM+XRmkW525x2rGN4fmU9JOTpWJbavMsqY+V3GATHovLTtmttYuSgUmTu2Ibh0CTiHLUBBJt0AIqpx86kWWGQmp8FmnFKr9oUkN4naVThediJ5iThlL1smDpRLFUlJJ64vTx6/CaXH1yjjXOL6xL/DouKyW3SHWyOrCamVQbZ5siJVuFZdbkF1+fK6eW1P3IzbJq8uyrDjm6Cgit5azpIv/JRO6hLOM4juPkmbwsQ0TfB3BwbDs65GUAnh7biA7x+kwbr8+06bM+P8vMp0snpiLLHEyNPnOEiLa8PtPF6zNtvD7dMNtvhXQcx3HSuHN3HMdZIFNx7vvGNqBjvD7Txuszbbw+HTCJBVXHcRynW6YSuTuO4zgd4s7dcRxngYzu3InoUiI6SESHiOja/BXjQ0Q3EtFRIrovOHYqEd1BRA81/7c3x4mIPtDU7x4iOn88y2WI6Cwi+jwRPUBE9xPRe5vjs6wTEZ1ERHcR0dea+vxpc/wcIvpSY/fHiejE5vhLmveHmvNnj2m/BBFtI6KvEtGnm/ezrQsAENHDRHQvER0goq3m2CzbGwAQ0SlE9Aki+joRPUhEbxi7PqM6dyLaBuBvsfppvnMBXEmrn/CbOh/B6ovRQgb52cGeGPWnFHvghwDexMznAdgN4FIiuhDAXwB4HzO/GsB3AFzdpL8awHea4+9r0k2N9wJ4MHg/57qseSMz7w72gM+1vQGr343+DDO/FsB5WD2rcevDzKP9AXgDgP3B++sAXDemTQW2nw3gvuD9QQA7mtc7sPpgFgB8CMCVUrqp/mH19c1vWUKdALwUwFew+vrppwGc0Bx/ru0B2A/gDc3rE5p0NLbtQR12YuUc3oTV7yrQXOsS1OlhAC+Ljs2yvQH4aQDfju/z2PUZW5Yx/STfTGj1s4NTgTr8KcUxaWSMAwCOArgDwDcBfJeZf9QkCW1+rj7N+e8BOG1Yi1X+BsDv4fmv3D4N863LGgbwWSK6m4j2Nsfm2t7OAfAUgH9spLN/IKKTMXJ9xnbui4RXw/Hs9phSxz+lOCbM/Cwz78Yq6r0AwGtHNqkKIvpVAEeZ+e6xbemYi5j5fKwkimuI6JfDkzNrbycAOB/ADcz8OgD/g+clGADj1Gds534EQPh1kDubY3PkSVr93CCa/0eb47OoI61+SvGTAP6Jmf+1OTzrOgEAM38XwOexki5OIaL19ymFNj9Xn+b8TwM4NrCpKX4JwK8R0cMAbsZKmnk/5lmX52DmI83/owA+hdUAPNf2dhjAYWb+UvP+E1g5+1HrM7Zz/zKAXc3K/4kArsDqZ/rmyPpnB4Hjf3bwXc0K+YUw/uzgkBBlf0oRmFGdiOh0Ijqlef0TWK0fPIiVk39Hkyyuz7qe7wDwuSbSGh1mvo6ZdzLz2Vj1j88x829ihnVZQ0QnE9FPrV8DeCuA+zDT9sbMTwB4lIhe0xx6M4AHMHZ9JrAYcRmAb2Clif7h2PYYbb4JwOMA/g+rUftqrHTNOwE8BODfAZzapCWsdgR9E6ufKtwztv1CfS7Casp4D4ADzd9lc60TgF8A8NWmPvcB+KPm+CsB3AXgEIB/AfCS5vhJzftDzflXjl2HRL0uBvDpudelsf1rzd/9634/1/bW2LgbwFbT5v4NwPax6+NfP+A4jrNAxpZlHMdxnB5w5+44jrNA3Lk7juMsEHfujuM4C8Sdu+M4zgJx5+44jrNA3Lk7juMskP8HAxXz6wGZGp4AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"kx = np.array([[-1, 0, 1], [-2, 0, 2], [-1, 0, 1]]) / 4\n",
"ky = np.array([[1, 2, 1], [0, 0, 0], [-1, -2, -1]]) / 4\n",
"\n",
"grey = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
"\n",
"blur = convolve2d(grey, np.array([[1, 1, 1], [1, 1, 1], [1, 1, 1]]) / 9)\n",
"\n",
"dx_grey = convolve2d(grey, kx)\n",
"dy_grey = convolve2d(grey, ky)\n",
"\n",
"dx_blur = convolve2d(blur, kx)\n",
"dy_blur = convolve2d(blur, ky)\n",
"\n",
"dx = np.concatenate((dx_grey, dx_blur[1:-1, 1:-1]), axis=1)\n",
"dy = np.concatenate((dy_grey, dy_blur[1:-1, 1:-1]), axis=1)\n",
"\n",
"x = np.sqrt(dx**2 + dy**2) > 20\n",
"plt.imshow(x)"
]
}
],
"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": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 4
}