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@pureexe
Created November 11, 2018 11:03
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import cv2\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib.pylab import rcParams\n",
"rcParams['figure.figsize'] = 15, 30"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1b85b0e22b0>"
]
},
"execution_count": 2,
"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": [
"#รับภาพ\n",
"input_image = cv2.imread('test.jpg')\n",
"input_image = cv2.cvtColor(input_image, cv2.COLOR_BGR2RGB)\n",
"plt.imshow(input_image)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"#กำจัดสัญญาณรบกวน\n",
"denoised_image = cv2.fastNlMeansDenoisingColored(input_image,None,10,10,7,21)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1b85b1876d8>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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GgdTMXgS8Hrg5FOSn7v4ssAvYH1bbD1wdHu8CPu8zXwM2m9l5jUs+otQ66xVMhzHvd9RdVtPTdj9uk5FeCDwFfM7M7jOzz5jZWcDL3P0JgPD7pWH9LcCxwt+vhWXrmNkeMztkZodalK03VfeYiXGHibFMuSsesHK6DY5srE0g3QRcAtzk7hcDP+ZkM75KVa06ZW93933uvtPdd7YoWy+WZXaxBi7tzMOJ4Z5bMo42gXQNWHP3g+H5bcwC6/fnTfbw+8nC+tsKf78VeLzF+8sSqXU/5ETZ6PQ0DqTu/j3gmJm9Miy6HHgIOADsDst2A3eExweAd4az95cCz827AFJR7AMr7iyx7jgaJ5ivVE54TkXb2Z/+FLjFzE4HHgXexSw4f9nMrgMeA94W1v1n4CrgKPCTsG7yYgygRcVgGntZZTW6R1R8LOYvw8ziLZzICMr3jNJBsneHVzlfoyubRBJT7kpSdjoz5jZQIBVJTHn0yLypL+MFU82QnwjtLFKk+lBtrO6OLDPSXM9k6golKY8YkWpDb5+oA+mOHTtq/01uQabqSqqq5SIy3v6R1Vn78hnNHCz6fnL5fCJdKQ8L62gf0Vn7nJQrRcwHQJGxjNV3rJNNkSsPbVEmKrEpH9THqqPzfWWMYJpVRprrpBHFS1FFYhTLvjfWibjsMlIFG5HhVZ0UndK+mF0gFZHhVGWfKQXQrk5MZdW0H5tm45GupFKHqgJQKmXvspzKSDuSSuWR+FWNhUwly0ulnMVMtIt9VxlpRzQ8SbqwqN7EXJ9SvNqqPJ9wWwqkHdKs9NJWuQ7FcjY8V11tUwXSjukOktKVcn+7Ds7d62qbKpD2JLc5InUibTgKmOnRyaYe5DKAvjgWMLcDQ+xSrztTo4w0YX0HtvLOnNoJBZGhKJAmbqgsUdmoyGIKpIkafL5FZaIiCymQJk4BTmR8CqQiIi0pkCZM2ahIHBRIE6UgKhIPBVIRkZYUSEVEWlIgFRFpSYFURKQlXWsvSdKsSBITZaSSnKobrekSVhmTAqmISEsKpJIUZZ4So1aB1Mzeb2YPmtkDZvZFMzvTzC4ws4Nm9oiZ3Wpmp4d1zwjPj4bXz+/iA4iIjK1xIDWzLcCfATvd/deB04BrgRuAG919O/AMcF34k+uAZ9z9FcCNYT2R2jQvan3FOxyoT7l7bZv2m4Dnm9km4AXAE8AbgNvC6/uBq8PjXeE54fXLTXvDQqrs1apuDqdqtFzdO5Oq3tXXOJC6+3eBjwGPMQugzwGHgWfd/XhYbQ3YEh5vAY6Fvz0e1j+3/H/NbI+ZHTKzQ03LJtOkAFCfgmk32jTtz2aWZV4AvBw4C7iyYtX5N1KVNpzybbn7Pnff6e47m5YtdarEzanpurFyVq8mf3ttmvZvBL7j7k+5+8+A24HXAJtDUx9gK/B4eLwGbAMIr78YeLrF+0+CKvZq+mje57LtyzdjnN/UUF0i3WkTSB8DLjWzF4S+zsuBh4B7gWvCOruBO8LjA+E54fV7PJea2rFyxiCr6WK75ZqZFYNp1U0NpR1rU2HM7KPA7wHHgfuA9zDrC/0ScE5Y9vvu/n9mdibwBeBiZpnote7+6Ab/P6/aXNP8u1FFr6d4G+kmfzun7S7A4VW6GVsF0r5NPZBKM10E0nnfoYLp5K0USHVlk2Sni2xUQVTqUCCVyYu5VSbtVU1y07WsA6l2kH6UM7fUVWWeykbzUK6r85ZG1/U26/lItTN0r6rJm0szOIfPIIv1+f1mnZGOKYdMrUp5AHdxbGKun1nStSh4dh1UFUh7kmt2syhY5vp5JX19NOXLFEhlJRtdk13+LRKTvg/0CqSyEl0ZI7KYAqnUUhyw3jSgKmuV3CiQSmPFk01VE2MU1ysq91kpsErqsh7+JP0qzyZUfm3RXAHlsXzqGpDUKSOVWhYNXq9zNl8ZqeRGgVQ60WSQfrE7QMFUUqamvTRS1e9Z92+Lv1Np3qdUVhmOMlKprWrOzqqMcpXmfkoztStrlkUUSKWW8gmipsElpQBapoAqZQqkUlu5T3PZmNJcgk7VAURXc8mcAqnUUnViaNX7HOUQcIaY21LSo0Aqjcyz0KobzpWDanmmqBQtu7Heos+lIDsdCqRS20bN+JQD5jLzA8eyy2TLFEynQYFUOrPRlU652CiAVmXkkrcsAqkq6vjKTd+uzu6natlsWZKfpANp+czp1HbWmE01gM6V7x4geUs2kMZSOVc9Yz1FVZeNTsFU+ozlpGQD6bKzqGPJOVA0+WzlvtJYvqchqEk/LckGUoi3+Zhbhtpm4HlO20FkkaQDKUwryxlDm5NGxbGm+p4kZ8kHUqgeHD7ke0+JpryT2MRQHzWNXgemdHIhhkorUmXM/S+LjDQWOQbQZYPsRcYWy21rFEhlQ7Ge1JNpazO5eNcUSGUlUx3GJKsberRKTAd49ZHKyhRAZZGqK7mGri9jdj8pkIpIK4suhx0isMVycN+waW9mnzWzJ83sgcKyc8zsLjN7JPw+Oyw3M/ukmR01s/vN7JLC3+wO6z9iZrv7+Thp0QzrkoNl9+CaSt1epY/074ArSsv2Ane7+3bg7vAc4Epge/jZA9wEs8ALfAR4NfAq4CPz4DtVVXfSFElZTCd/lumjL3fDQOru/wY8XVq8C9gfHu8Hri4s/7zPfA3YbGbnAb8N3OXuT7v7M8BdnBqcJyumTnORpsr1ONYhc31cvNO0j/Rl7v4EgLs/YWYvDcu3AMcK662FZYuWn8LM9jDLZiehaoakGCufyKpirL/l/arrE2JdD3+qKpUvWX7qQvd97r7T3Xd2WrLIKAttT3PRSiyaBtLvhyY74feTYfkasK2w3lbg8SXLJ63qaBjj0TxWuu5fmuij1dc0kB4A5mfedwN3FJa/M5y9vxR4LnQBfBV4s5mdHU4yvTksmzzdkqIdzS4lq+i9fhRneK/6Ab4IPAH8jFlmeR1wLrOz9Y+E3+eEdQ34W+DbwDeAnYX/827gaPh510bvG/7G9aMf/einix+fBZUTv1f8ObRKrLKYm0Zm9iPg4bHLsaJfAn4wdiFWkEo5IZ2yplJOSKessZTzV9z9JRutFPuVTQ+nctLJzA6lUNZUygnplDWVckI6ZU2lnHOatEREpCUFUhGRlmIPpPvGLkANqZQ1lXJCOmVNpZyQTllTKSdA3CebRERSEHtGKiISPQVSEZGWog2kZnaFmT0c5jbdu/Ff9FqWbWZ2r5kdMbMHzey9YXnteVkHKu9pZnafmd0Znl9gZgdDOW81s9PD8jPC86Ph9fMHLudmM7vNzL4Ztu1lEW/T94fv/gEz+6KZnRnDdrWE5gteUNa/Ct///Wb2j2a2ufDa9aGsD5vZbxeWRxMbTlhl1P7QP8BpzK6OuhA4Hfhv4KIRy3MecEl4/IvAt4CLgL8E9oble4EbwuOrgH9hdqXXpcDBgcv7AeDvgTvD8y8D14bHnwL+MDz+I+BT4fG1wK0Dl3M/8J7w+HRgc4zblNlMZd8Bnl/Ynn8Qw3YFXg9cAjxQWFZrGwLnAI+G32eHx2cPVNY3A5vC4xsKZb0o7PdnABeEeHBabLHhxOcYuwALNvhlwFcLz68Hrh+7XIXy3AG8idlVV+eFZecxu4AA4NPA2wvrn1hvgLJtZXbZ7huAO8NO84NCZT2xbZnNd3BZeLwprGcDlfNFIThZaXmM23Q+DeQ5YTvdyWyO3Si2K3B+KTjV2obA24FPF5avW6/PspZe+13glvB43T4/36axxoZYm/Yrz186tNBMuxg4SGleVmCjeVmH8Angg8DPw/NzgWfd/XhFWU6UM7z+XFh/CBcCTwGfC90QnzGzs4hwm7r7d4GPAY8xm3fiOeAwcW5XqL8NY9nf3s0sY4b4y7pOrIF05flLh2RmLwS+ArzP3X+4bNWKZb2X38zeAjzp7odXLMuY23kTs2beTe5+MfBjTt6ypspoZQ19jLuYNTFfDpzF7LY6i8oTZf2lg/mC+2JmHwaOA7fMF1WsFkVZq8QaSKObv9TMnscsiN7i7reHxXXnZe3ba4G3mtn/AF9i1rz/BLNbvsznVSiW5UQ5w+sv5tTbyvRlDVhz94Ph+W3MAmts2xTgjcB33P0pd/8ZcDvwGuLcrpDYfMHh5NZbgHd4aK8vKVN0sQHiDaRfB7aHs6KnM+uwPzBWYczMgJuBI+7+8cJLdedl7ZW7X+/uW939fGbb7B53fwdwL3DNgnLOy39NWH+Qo7u7fw84ZmavDIsuBx4ism0aPAZcamYvCHVhXtbotmvF+6+yDUebL9jMrgA+BLzV3X9S+gzXhhEQFzC7oeZ/EFlsOGHsTtolndJXMTs7/m3gwyOX5XXMmg/3A/8Vfq6iwbysA5b5tzh51v5CZpXwKPAPwBlh+Znh+dHw+oUDl/E3gUNhu/4TszPGUW5T4KPAN4EHgC8wO5s8+nZlxPmCOyrrUWZ9nvP96lOF9T8cyvowcGVheTSxYf6jS0RFRFqKtWkvIpIMBVIRkZYUSEVEWlIgFRFpSYFURKQlBVIRkZYUSEVEWvp/43/pyxgMRlUAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#หาเซลที่เป็นสีฟ้า\n",
"bluecell_image = cv2.inRange(input_image,(0,0,95),(40,40,135))\n",
"plt.imshow(bluecell_image,plt.cm.gray)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1b86e743048>"
]
},
"execution_count": 5,
"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": [
"#เติมรูของเซลที่เป็นสีฟ้า เพื่อให้ได้เซลเชื่อมต่อกันทำให้กันนับสะดวกขึ้น\n",
"kernel = np.ones((7,7),np.uint8)\n",
"bluecell_image = cv2.morphologyEx(bluecell_image, cv2.MORPH_CLOSE, kernel)\n",
"bluecell_image = cv2.morphologyEx(bluecell_image, cv2.MORPH_OPEN, kernel)\n",
"plt.imshow(bluecell_image,plt.cm.gray)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Blue cell: 88\n"
]
}
],
"source": [
"#นับจำนวนเซล\n",
"bluecell_component = cv2.connectedComponents(bluecell_image)\n",
"print(\"Blue cell: \", bluecell_component[0])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"#สำหรับเซลสีอื่นๆ ทำในทำนองเดียวกัน"
]
}
],
"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": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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