{ "cells": [ { "cell_type": "markdown", "id": "c4f2d764", "metadata": {}, "source": [ "# Object detection by colour" ] }, { "cell_type": "code", "execution_count": 1, "id": "b49eb818", "metadata": {}, "outputs": [], "source": [ "import cv2\n", "from matplotlib import pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "id": "0d28113f", "metadata": {}, "outputs": [], "source": [ "image_path = 'samples/tenis.jpg'\n", "image = cv2.imread(image_path)" ] }, { "cell_type": "code", "execution_count": 3, "id": "5da26b98", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(540, 960, 3)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "image.shape" ] }, { "cell_type": "code", "execution_count": 4, "id": "71db66a6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "rgb_image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n", "plt.imshow(rgb_image)" ] }, { "cell_type": "code", "execution_count": 5, "id": "a609ce74", "metadata": {}, "outputs": [], "source": [ "hsv_image = cv2.cvtColor(image, cv2.COLOR_BGR2HSV)" ] }, { "cell_type": "code", "execution_count": 6, "id": "960a9d83", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(540, 960, 3)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hsv_image.shape" ] }, { "cell_type": "code", "execution_count": 7, "id": "58bfea9f", "metadata": {}, "outputs": [], "source": [ "hue_image, saturation_image, value_image = hsv_image[:, :, 0], hsv_image[:, :, 1], hsv_image[:, :, 2]" ] }, { "cell_type": "code", "execution_count": 8, "id": "4fcdc6dd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 179\n", "0 255\n", "5 255\n" ] } ], "source": [ "print(np.min(hue_image), np.max(hue_image))\n", "print(np.min(saturation_image), np.max(saturation_image))\n", "print(np.min(value_image), np.max(value_image))" ] }, { "cell_type": "code", "execution_count": 9, "id": "ddf3232c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(14, 10))\n", "plt.imshow(hue_image, cmap='gray')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "id": "a6f2f4df", "metadata": {}, "outputs": [], "source": [ "hist = cv2.calcHist([hue_image], [0], None, [256], [0, 256])" ] }, { "cell_type": "code", "execution_count": 11, "id": "012b2270", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 3))\n", "plt.stem(hist)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "id": "1fb24e8a", "metadata": {}, "outputs": [], "source": [ "hist = cv2.calcHist([hue_image], [0], None, [256], [0, 256])" ] }, { "cell_type": "code", "execution_count": 13, "id": "4a61f085", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 3))\n", "plt.stem(hist[30:40])\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d22813e7", "metadata": {}, "source": [ "## Thresholding" ] }, { "cell_type": "markdown", "id": "e26ced29", "metadata": {}, "source": [ "https://docs.opencv.org/4.x/d7/d4d/tutorial_py_thresholding.html" ] }, { "cell_type": "code", "execution_count": 14, "id": "9b41abad", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mask = cv2.inRange(hue_image, 100, 110)\n", "# mask = cv2.inRange(hue_image, 30, 40)\n", "plt.figure(figsize=(14, 10))\n", "plt.imshow(mask)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "6c21a1f7", "metadata": {}, "source": [ "## Colour distribution by mask" ] }, { "cell_type": "code", "execution_count": 15, "id": "9158f3ea", "metadata": {}, "outputs": [], "source": [ "red_mask = cv2.imread('samples/tenis_mask.png')\n", "red_mask = red_mask[:, :, 0]" ] }, { "cell_type": "code", "execution_count": 16, "id": "877c06d0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(540, 960)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "red_mask.shape" ] }, { "cell_type": "code", "execution_count": 17, "id": "2b999396", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(red_mask)" ] }, { "cell_type": "code", "execution_count": 18, "id": "4ae72eed", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "hue_hist = cv2.calcHist([hue_image], [0], red_mask, [256], [0, 256])\n", "plt.figure(figsize=(12, 3))\n", "plt.stem(hue_hist)\n", "# plt.stem(hue_hist[170:])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "id": "fd537e7c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "saturation_hist = cv2.calcHist([saturation_image], [0], red_mask, [256], [0, 256])\n", "plt.figure(figsize=(12, 3))\n", "plt.stem(saturation_hist)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "id": "42b4ccbd", "metadata": {}, "outputs": [ { "data": { "image/png": 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CwvQRzt7SCo6/dXpqBLZypLVWGcTK7i56SysYGT1TOKp61/7DuSPTMHvQrVZr33Wre6ZqX6vlzWJRPdL6O+8dYM8PX+L0+MSMi8pq9qkgML5+cmzqPax3ZD5P0Wh2keqLJ+u9wLLoPBe9p9UqR4WLgvFiZDCWJKlD5c2u8FePng0pwyOj7PybJ6aNcBaFrnJ4qvV1/5aLe6du/+C5n+fuU37+O6+7fGpkuhyiPnX1Rm594GAjL7HQ6pUrWL1yReH0YtXvzcjo2cA3PDLKNx4fZv260tTX/9WKRqNrGR0b5459h1izasW00Dkwy/zNlX+8DI+MNnzs4ZHRqRrkovNb/cfCXEb0uyPYcN7qqdKJpchgLElSh6rnIreiEc48wyOjhdOoVc88UKvk4PYHn+LO6y6fFqRhsu63HJabNTwyOjlrQpVas1hUKq/QVtSXuRaijoyOTQvhXQEfenf/VK30O0s9vHX6zLQ/VKr/eKk8dr3T2pWfo0jeHwuN6Ar4/PVXLKnR4TzOSiFJUodqxzyx+Qt5MLWYQ9n6dSVKPd25z1FrBoa8GQxgssyinray8oV6ldat7uHO6y4Has9NXHZ6fIIVeZ1hcpT3kr41uX1txESC+x59YWqWiZHRsRklImMTKbdsZGV3F5+//orC97me54DJPxY+9O5+btvzRN2huDvO/jG0sruLwfPWLMqL6RrVVDCOiJ9GxFMRcTAihrK2cyPiuxHxbPZ7XWu6KkmSymrNZVveNh+X13dHMHjemhlfn/etXTUVQvMMj4xy/MSpGe19a1cxeN6aaaHrkr413PWxK3LbirJx3mtfvXLyi/LK1fVmc2YizQjg5anGyn2tkc/rMtfzdHp8In9u4Qb9znsH+Mbjw3XPHd0VsOG8NWy5uJf3DZ7Llot7l3T5RKVWlFJ8KKV0vOL+LuDhlNLuiNiV3f+jFhxHkqSOU1nTWf5avLfqQrDKC+beWerh9JlxTo6d/Yp/eGSUWx84yGf/9hD/5lcu4BuPD895nmCYDD59a1by6i9Oz7rvREqFoWi20ojnXnsLIDdUV7flXcRVbjt+4tS0qcCKjld+nxq1ZuWKqWnaqi8q61u7ihdfH2U855jdAd1dtWexaEY5DFe+Nw/c/AF++T/977qPOdBb4nv/dKzmfy+Vr2Ogt8Q7VnR1TBCu1o5SimuBe7Pb9wLb23AMSZKWvMrFGuBsmcLI6BivnxybWsDhr6q+aq8MxZVePznGfY++0FQoBhg8bw2D/efUte9sq5cVlUbAZBnBi683X+7Rt3bVtNHLopXW5uqN0bGao6NFIXQ80Zb+QH75Slmt97z6OXZu21Sz5KZ6dPgfdn24Y0MxNB+ME/CdiHg8InZkbeenlI5mt38GnN/kMSRJ6kjNrABXpNnyiYGKBRlmC3T1rF5WLjco0o7R1Fr1zUUGektzXrq46HHl9qL+rOgK3nXOyob7Wi5fAabKaQ68MDJVmlJdjlKkXBdc9PqKymQ6WbPB+FdTSu8BPgLcEhG/VrkxTa4ekvsZjYgdETEUEUPHjh1rshuSJC1e5ZrfDbu+zSW3PzT1uxWLXNSr+mKpvEBWHXRrjTw2csFV39pVs4bHVirXN9f73OXXPdeli4seVx7Rre5PuUb6vb+0jsH+c7jzussbqlOeyL5ZeO61t6a+STg9PsFzr701VWteHkWv9b6XA+/ObZty/1v4/PVXLKtQDE3WGKeUhrPfr0bEN4ErgVci4oKU0tGIuAB4teCxdwN3w+TKd830Q5KkxSKvZrhy3tlyuUS9FzrNRfU8t+Wvw6tDzo1XXjxjLuHKetXqpXybqS9dv640YxnhWuUAzap8HQdeGCkcmc573XlLF9eahqye96nWcxTVSk+klLvC3IW9k/MrV2+aSJPfQlxU8Z6uX1fi5TfenvbNROX7Xv7vtXL7Ul2coxXmHIwjYg3QlVI6kd3+DeCPgX3ATcDu7Pe3WtFRSZIWQq3FFirb8pZLLoff+Rz9KfV0T1u1rVaYrSf4VF4I98DNH+Df/cU/zqlfrQzZjSoK5UWzacylT614n6qPffzEqdxQu3PbpsKLCF8eGZ0WjPvWruJTV2+c8QdQ39pVHD9xasa8xeXQvNxGisuaGTE+H/hmRJSf569TSn8XET8E9kTEJ4Dngeub76YkSfMvb+W4vJXiyjNCAC2pGe4t9fCLU2c4M5EYyGalKAfdym3VSzBXrqD27Cu/AJoLs63WqpA9l+PCwoTyZhSF2lqzfeTVCxf9AZS3gEn5gsjF/t60y5yDcUrpJ8AVOe2vAVc30ylJ0sLKGyXthMn7G5V3cVzRSnGvnxzLba/Xyu6uqZXgyqHx+IlTvH1mgvsefYGerC714f/4wcJAeeOVF0+toNaThShNWqhQ3qyiUFs0Cr5z26a6yx+KykvaNb3cUuCS0JK0TBWF37xR0vKCCAsVjusJ6u0I8+1YOS5PXq3t8ROnpgWf6ourqlV/LT7b/lraqkfB51IXXDTnczsuiFwqDMaS1MEaCb+1ygFGx8a5bc8TQGvDcb2BNy+oDz3/82mLXrx1+sy08oaiMF+rZrjygrmB3hK9q3uaHgmeTdHX+vVeXFW5f97X4kX7a+mbaz102WwX5i1HBmNJWkIaGRWtNfJbNH9urRA4ntKMsFmrP7P1td6R6by+jo6Nc9+jL0xd1DYyOrPfo2Pj3LHv0FQfilaMq64ZLl8w18qp1GrVtBZ9rV/0dXb1xVVz3V+qdWHecmUwlqQ5avSr+2a/6m+0xKEoUN6x71BukKzH6Ng4tz5wkLv2H+ZD7+6ftvRwrWWJ8/pa1L+79h+eGtUuj+LmqWemh5HRsanXWvSai2qGm5VXM9zo4+u9uGou+0tQ38wky8nyLSKRpCZULuVbXrb39gefKqznbHT/PLWCZJ6i+ti5huJKwyOjhUsPFy1LXN3Xov4Nj4yy+bPfYefXn5jXBTAa1RXwrnNW5i7M0IqvoxtdbCJvdbV6FqeQdJYjxpI0B7ONdlbae2CY2/Y8MWNBh+qv+mvVu5Z/5xkeGeWq3Y/MGIm+sLc052DZW+qZNUDXGmct2jY8MsqWP/4OIyfH6KrxmloR3tupsjRisJ9pCzO0aiqwRi+uqjW1lyOCUn0MxpI0B0WjndXt5ZHiWgGwHALLpQiV6lklLThbD1tZsrBz26YZk/fXo9TTzR2/dRl/+vCzM6aDaoVyHXM7V35rl3J5RHVpRLumAmv04ipDsNQcg7GkZa+Rlc3KikZjq+s5iy5ya6XqeFmuA4bJkd9Gjt9b6iGCqXlw+9asnFo8YrnJW1Z5OV+tLy0HBmNJHaueGROGR0anBaCilc12/s0TfPZvDzFycmxqdoNqpZ7uGfWc8zUPbpF6ShLKS+MC06ZuOj0+wfG3TuduW+yqQy3A6p4uTo8nztQYAq+8YO7GKy/2an1pmTEYS+pItWZwAKZtq45JebMUjE2kqRKAvLC5bnUPn/nNywCm1fvOxzy4zagMfAdeGClcHnbLxb186uqNM0o9yroDxttcGfGuc1Zy/K3TdZV2JM7O0lB+jZUrxlUvngEzR4QtS5CWH4OxpI402wwOrR75TIkZ06At9hkVBs9bM20EdLblYbdvGcitO+4K2HDemtwFJhpR64K/gd4SF60rsfYd0y9ye+XNt3NHgMv7F6m+sK1VF8xJWtqcrk3Skrb3wDBX7X6EwV3f5qrdj0xNf1ZrKrB2BNbKi+jaaaC3xIrqObzq0B1nl3kd6C3NCMVQvAxsZXvf2lUMnrcm97mKphd71zkrp/bvLfWQ1/uugDt+6zIu6VtTc4qyvrWr2HJxL+8bPJd/2PVhfunc1Q1NaVap+rkMxZIMxpKWrKK5gf/z3qfoisbDY7sVBc/q7QO9JS7pW8P7Bs+d8VMUBoHcwAlnR3RnC4FF8+BWX3BWFCiLQvNg/zlT+x/8zG9w5eC5XNJ3dr+V3V0MnreG7VsGZjxH5bY8je4vSbVYSiFp0au8UK48n29vqYc33x6bUW86OjbOXz26OOtCy/WueeUGjaySVlQGUNlW1kiJQCuWh6132rJa05A1OkVZo/tLUhGDsaRFrfoiuvLct60uW1jRFTVnKyjaf2V3FxOp9kwHZeWgOdtFX/UoCqDVAbHROXW94EzScta2YBwR1wD/HegG/kdKaXe7jjUXeSNQlSNREZOT0Ndqa+X+y/XYS6mvvk8Lc+y8UeFWK4+q1ruYRfWFXcdPnJp1KrNy+PWiL0lavNoSjCOiG/gz4NeBl4AfRsS+lNLT7Theo4pGoPJGomq1tXL/5XrspdRX36eFPXaz8ua1hbMXapVHSSsD69iZ8RnTg1XvD/klCL2lFVMLY1SH33atkiZJak6kNizJGREfAO5IKW3L7t8OkFK6M2//rVu3pqGhoZb3o8hVux9heGSUm5/8Fv/ijeF5O66kBRJw/tp38OqJU1T+mxcRvGNFF1es7+Xpo29Oe8ilF/wznj76JmNnJnj7zAQppbr2z9PotsW2/3I99lLq60Ieeyn1dSGPvZT6Oh/H/ln/en7v/j/NfZ52i4jHU0pbc7e1KRh/DLgmpfTvs/sfB96XUvpkxT47gB0AF1988Xuff/75lvejyOCub5PAYCx1kMhmoaj+N21FdxcbzltN3zmWKkjSYrHqX72bf/7pTy/IsWsF4wW7+C6ldDdwN0yOGM/nsS/sLTE8Mspf/Mq183lYSS1UrkkeOTk2tdwzULgEtCRJs2lXMB4G1lfcvyhrWxR2bts0rcZY0tJQ6unmzusurxl2DcKSpLlq1wIfPwQ2RsRgRKwEbgD2telYDdu+ZYA7r7ucgd7Jq8q7s69gy797Sz2sW90za1sr91+ux15KffV9WrhjB5MzQcwWiiVJakZbRoxTSmci4pPAfiana7snpXSoHceaq+1bBvwfrCRJkqa0rcY4pfQQ8FC7nl+SJElqpXaVUkiSJElLisFYkiRJok3zGDfciYhjwPxNZDxdH3B8gY6t9vLcdi7PbWfz/HYuz23nWkrn9pdSSv15GxZFMF5IETFUNMmzljbPbefy3HY2z2/n8tx2rk45t5ZSSJIkSRiMJUmSJMBgDNmy1OpIntvO5bntbJ7fzuW57VwdcW6XfY2xJEmSBI4YS5IkScAyDsYRcU1EHI6IIxGxa6H7o+ZExE8j4qmIOBgRQ1nbuRHx3Yh4Nvu9bqH7qfpExD0R8WpE/LiiLfd8xqQ/yT7LT0bEexau55pNwbm9IyKGs8/vwYj4aMW227Nzezgiti1Mr1WPiFgfEd+LiKcj4lBE/H7W7me3A9Q4vx31+V2WwTgiuoE/Az4CXArcGBGXLmyv1AIfSiltrpguZhfwcEppI/Bwdl9Lw1eBa6rais7nR4CN2c8O4Evz1EfNzVeZeW4Bvph9fjenlB4CyP5dvgG4LHvMn2f/fmtxOgPcllK6FHg/cEt2Dv3sdoai8wsd9PldlsEYuBI4klL6SUrpNPA14NoF7pNa71rg3uz2vcD2heuKGpFS+j7w86rmovN5LfCXadKjQG9EXDAvHVXDCs5tkWuBr6WUTqWUngOOMPnvtxahlNLRlNKPstsngGeAAfzsdoQa57fIkvz8LtdgPAC8WHH/JWqfXC1+CfhORDweETuytvNTSkez2z8Dzl+YrqlFis6nn+fO8Mns6/R7KsqePLdLVERsALYAP8DPbsepOr/QQZ/f5RqM1Xl+NaX0Hia/mrslIn6tcmOanH7FKVg6hOez43wJuATYDBwFPr+gvVFTIuIc4BvArSmlNyu3+dld+nLOb0d9fpdrMB4G1lfcvyhr0xKVUhrOfr8KfJPJr2teKX8tl/1+deF6qBYoOp9+npe4lNIrKaXxlNIE8GXOft3quV1iIqKHydB0X0rpwazZz26HyDu/nfb5Xa7B+IfAxogYjIiVTBaH71vgPmmOImJNRKwt3wZ+A/gxk+f0pmy3m4BvLUwP1SJF53Mf8LvZFe7vB96o+NpWS0BVXelvM/n5hclze0NErIqIQSYv0npsvvun+kREAF8BnkkpfaFik5/dDlB0fjvt87tioTuwEFJKZyLik8B+oBu4J6V0aIG7pbk7H/jm5GeWFcBfp5T+LiJ+COyJiE8AzwPXL2Af1YCIuB/4INAXES8BnwF2k38+HwI+yuSFHSeB35v3DqtuBef2gxGxmcmv2H8K3AyQUjoUEXuAp5m8Iv6WlNL4AnRb9bkK+DjwVEQczNo+jZ/dTlF0fm/spM+vK99JkiRJLN9SCkmSJGkag7EkSZKEwViSJEkCDMaSJEkSYDCWJEmSAIOxJEmSBBiMJUmSJMBgLEmSJAHw/wE73vBu1nh25wAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "value_hist = cv2.calcHist([value_image], [0], red_mask, [256], [0, 256])\n", "plt.figure(figsize=(12, 3))\n", "plt.stem(value_hist)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "id": "3a30a8f5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mask = cv2.inRange(hue_image, 170, 180)\n", "plt.imshow(mask)" ] }, { "cell_type": "markdown", "id": "e2c22522", "metadata": {}, "source": [ "## Gaussian blur" ] }, { "cell_type": "markdown", "id": "557ed1a4", "metadata": {}, "source": [ "https://docs.opencv.org/4.x/d4/d13/tutorial_py_filtering.html" ] }, { "cell_type": "code", "execution_count": 22, "id": "6f04dffc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "blur = cv2.GaussianBlur(mask, (151, 15), 0)\n", "plt.imshow(blur, cmap='gray')" ] }, { "cell_type": "code", "execution_count": 23, "id": "6b3946ef", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "column_means = np.mean(blur, axis=0)\n", "plt.figure(figsize=(12, 3))\n", "plt.plot(column_means)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "id": "ff5f038c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "row_means = np.mean(blur, axis=1)\n", "plt.figure(figsize=(12, 3))\n", "plt.plot(row_means)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "id": "69a9bcc2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(536, 291)\n" ] } ], "source": [ "ball_position = (np.argmax(column_means), np.argmax(row_means))\n", "print(ball_position)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 5 }