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@yiyuezhuo
Created October 8, 2020 18:41
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import cv2"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from PIL import Image"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"plt.style.use(\"dark_background\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"img = cv2.imread(\"screenshot.png\")"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(610, 1741, 3)"
]
},
"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 0x20fa97e25e0>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(img)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=470x510 at 0x20FA9799100>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"template = img[60:-40,50:520,:]\n",
"Image.fromarray(template)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# We would like to do some templating matching things\n",
"# https://opencv-python-tutroals.readthedocs.io/en/latest/py_tutorials/py_imgproc/py_template_matching/py_template_matching.html"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"method = cv2.TM_CCOEFF"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"res = cv2.matchTemplate(img, template, method)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"101"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(res)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"min_val, max_val, min_loc, max_loc = cv2.minMaxLoc(res)\n"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-12390881.0, 778483904.0, (486, 24), (50, 60))"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"min_val, max_val, min_loc, max_loc"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"top_left = max_loc"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"w, h = template.shape[1], template.shape[0]\n"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"bottom_right = (top_left[0] + w, top_left[1] + h)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((50, 60), (520, 570))"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"top_left, bottom_right"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[-3328742.8, -2040054. , -1737740.1, ..., 46761040. , -1137585.2,\n",
" -3732229.8],\n",
" [-3051707.2, -2393802.5, -1260000.6, ..., 46387330. , -1175424.1,\n",
" -3594554. ],\n",
" [-3309759.8, -3000015.2, -1083877.2, ..., 45413360. , -2001935.5,\n",
" -4032558.8],\n",
" ...,\n",
" [-5401465.5, -4224156. , -4401861.5, ..., 46363860. , 7476437.5,\n",
" 4660188. ],\n",
" [-5139778. , -4343397. , -4373646.5, ..., 48563950. , 8066801. ,\n",
" 3563613. ],\n",
" [-4005642.8, -4106285.5, -3915351. , ..., 50190604. , 7903500.5,\n",
" 2286814.2]], dtype=float32)"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"res"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((610, 1741, 3), (510, 470, 3))"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img.shape, template.shape"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"([], [])"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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7Rdd1kskkkiShqiqpVApgWWF/wWCQ8fFxZFn2RDKVSlEqlUin0z0LpxCCer1OKpXy8riC3pqmXyzLmjcrdTvnjAsC4I477uA973kPtVptwbZ4PE4ul0PXda6++mpuu+02b1smk8GyrHmT9D344IN85jOf4corrwTgoosuWvZsrt3Ys2cPH/7wh9m8eTPhcLjvWNuHH36YNWvWcNNNN/HUU09x8cUX8yu/8iuoqoqqqlx11VVs3ryZQCDAbbfdRiKRwDRNSqWSd9FfeeUVtmzZwtatWwkGg4u6QTpN7PhWRpIkAoEAY2NjFAqFoTyghBDUajUqlQoTExOMjIx4E2P2iyRJ3hIIBBgdHV3142o2mwsE363TmdCaX9O0Zflwbdte8GBrPWeyLPe9LHVc55QAHzx4kO9+97sdt3384x/n85//PKVSid///d9nz5493rZ6vc7OnTt57rnnyOfzXHvttXz1q19l586d7N69m3K5zNe+9jXS6cH2/f63f/s3HnjgAb71rW+xf/9+zyXQa88dwzD4i7/4C+655x4qlQo33HADt956K8ePH+fEiRPcf//9XsTFr/7qr3Lo0CGKxSIf/ehH+eVf/mUA3njjDT7/+c/zzW9+kzfeeINnn3226/5+9KMf8dhjj3Hw4EHy+bwfBXEKRVFQVXVgPa76wTRNKpUKY2NjPf2h+8F1PyzHnbFcGo0G4XB4Rd0ekiQRDAZpNBo95zFNc2hx30OfGfStsmzevFmYpikURRl6Xfzl9DIP0xSHH35YmKY5b3Wz2RSZTEbYti0GgW3bQtf1RcuzbVtkMhmh6/q89YZhiCOPPy5Etdrz/iqVijhy5MiC9fV6XeRyuYEcl23bwjAMYZpmx/Js2xazs7MLzq3L7OysaDQafe1zZmamY3m6rotsNtvzcVUqFVEqlfrady8YhiEajUbXe++csoDPRT74wQ+iaRqpVIr777+fJ5988ox74/msPqqqDjRsqlKpkMlkqFarXdO4A8OspI82GAwOrCuxG90wNzfXNY0QYuBdvDsRCAS889cLzWZzKD5+X4BXmB07djA7O8uBAwewLIuPfexjw66SzzKQJIlQKES9Xu8rnzgVwtQq3EIIatUaa2JrqJU7D5AjhKBcLhOLxVY8SkFV1b7ESnSJ4a1WqySiCbSm1tFdY1nWqoiviyRJPRk74tQoaKraISZBADZQZXCDebRwzkRBnKts37592FXwGRCRSIRCoUAkEulJFIUQZDIZhBBe9AGc8jceVVDWKUhNqePLHyEEhmHM61W5ErQ+WHqxtIUQVKtVCoUCIyMj3rkQQtAoNBhrjqEqKtValWAwOO88uVbmaoS9uX5gXdc7C2sbi1rmh4AQkGTgiulbwD4+PaIoSl9uCF3XCagBwsEw1WrVy1ev1wlfHEZCQktoHV0Auq6vuPi6hEKhvjovVKtV1q5ZS6VS8dbZto0UkpCSEoHRzs3/1W7m93pcojXOt1PEmBs9GsKxiAeIL8A+Pj3SrxuiVqsR1aJEragXOimEQNd1tLpG4XsFAuUAeml+c921MvsdG3e5yLLcc28vy7JQZAW5KBMMnI400HWdoBykcbBB83ATKS8tcLsYhrGqMce9+oFN00SRndYIRRaKbBHYD2SBwbjLPfoyqDOZDIcPH573xHBj5Ny40/aL6DZP2te5aVvLaQ1Ybr/xut0cncrvZ/tSnEn+1mNQFMXzR/Vanrvvbuei13PU636WS+v1PJP9b9y40es8c7YSjUbJZrNLuiGEEJhZk0AwAAmQhez90UVZUNErWHELO2hjSda86+z6WHtpOg+C1rCtpUYZ1Os6wXwQKSgRXROlWCk6D6VcnUggQtEqQhO0tdoCF8pqvYBrRZZlLMta9FyapolaVx0/rxsC797KJRzRHQFSwICfH31d4UOHDrFt2zbvRLrxkaqq0mg0nBHlTzXR3D+V+3Tt9idvDQx3mwutouyyVBlumtbt7flb13cqz/3ufsqyjKY5N1K3/baX0/5wcWdBiEQi8wb5aM3Xi5XjBna3B5h3O8Zude10Ltxti9Wp03lyUVXVE42laC9bCOHl/853vrNk/mHjXgfDMBZtTtu2jaRKWK9acA3EijHKoowW0ghJIeqFOuNXjJOZzTgZWsZJbzQaq+Z+cHH920vF6OqGTrQSpXGyQTAaxM7bmEkTE5PmiSbxsTjmuIlx0kDXTrtRbNte9a7crS2WeDzeNZ1hGGhBDV4ErgHeBNbi+AeaOBbwhae+G0CHwemXy7IeR+6JdAPDW4W2dXv7n7kfa26lL1an8lvXdfveuq7T8bbncf+w7jlqT7vUftr3uVia1l477Swm9O3XqFvZi9Vzuder9TydC0iSRCKRoFQsLfrAM2oGalAlY2bIvJkhoAawdZtKrkJAC6BVNKSghNJUQGFe66hWq/X8om9QqKqKJBbvlCGEwCyZ1CN1CvUCxdkiiWCCkydOErWi6LpOOBAmrISxsWnqTe8c6bruPbB0Xcc0zVXpgRcOhanX6l33JYTArJoE1AANpUFxpohlWo7QNnEmbcviWL41Bu607csCbv9zt3bPW0wcullV7WUtJS4uvVqN7XlbLcBOAtgpT6uotedzf3dL4+JawYsJZC+iuVj+peglTy/16uXct5/vpc4xMPBeXsuhV0EIWAGos6gVrJs61gGL6NYoakKlkq0wum4UFCjmi4TfEQYZglKQKlXvbf2g3Q89u7uQSIok+Xye8YnxrvcjNujHdCbePUHmUIZENMHkyCTCFNSVOtJ5EoFiACGJeSFguq57VrZt25imSTQaXbafu1vonm3bFItFTNMkkUgQFEHkhuP+6eZ/tmQL+5BNcX2R2JoYmRMZxhhDCShIKQmuBBScMLQB36LL1nNXbBRFQVGUvp5m7SIyqCdha7mdPs90aRdR1w0DpwWkNU3rOvfitz+wltpXL2k7Le3H3PrbtTY77avTOWs/v4uVu5w6tX4Ok2KpwivfexnbPi0c7p9a13Xq9bojKiFIJBKUT5a7CoFhGVgXWkSsCOHZMA2l4Zg7dWgeaiLZEidOnkAOykiGhN5w3G+u+8EVkkEM1fjD13/M7ImFYzu3xigLBOqEilrq3uXasixEVKBuUJGOS4QbYerBOjIy+iGdoBmkWChS0kvItgw2nsvMtaxN0ySdTjMxMUGz2SSfzy+rg0uhWOb7r7yC3dZyyGQyRCIRRkdHKRaLGIpBLBGjnOl8rQCQobq+SlJJEpmLkF6XZq4wh1E0EEfEaeFVgDrzX9KJtt990vdjttUCcv06six739utzE6frbjrOvknW7e3C0Gn7e3ltFtird8Xc4e0p3dvkFaLzv3e7vNuxT0vbgC6ezO23nBLnSPLsrx1rfk7nYtux9F+HrodZ3s695q2X9dO9Ww9R4v567td3178xyuNrCiUSyUStjNkYqtwuBM/lkolYtEYkWQEq2l1jOEFsBoWCFBCCpwHWllDP6mjHleRFInybJnEVMKJqJgGI2hAGmrlGslskmw8SzQdpVqtUqlUSKVS3n4sy0L0cb4KxRKJyXFq9bo3UFPrXGVCCILBIKlkivgFcYrF4oIYXnDCyOyyTXA0iKRLRC6JkJ/OExmNUDtZI5qOUglWEKpASShwAhoJ54EiF2Wqx6skLk145Y6MjFCv15mdnUVVVacjR48DQUmyTKVcIj06Sj6fxzRNQqEQExMT3j07OjpKLptjfHycUrPU8VrZto1kSjStJqlYCiklEVACjJlj5PflEVFB0Ao6URIxCdwhwzWckLVDwDqgi8vesqxF/fl9CbAsy8RiMcBpVkuSRDweJxKJeH+iVnHp9kdtXSdJTvSDO8JT+x+xXYA7CVdr2nZx61Rmt6ZxJ8EIBoPzfN3ueWh1P7j+XXc/brmutauqKhMTE95LRvc8teOW2bqt9RjdloYrxO317/TA6XacredgMbFcbLuLW69OaTpZuK11b7W+V+utfzcioSDXbvu/vHno8LxhH1st9kQiQWY6g5pTiWyOdBQNIQS2sAmoAerxOgJBTItROFRALatELohQDTvDhFYKFQiAUlWcWGFbYKad5nIkEiESiaDrumcpuph9dGe/Yuv/wbJMasePo6qq9/K81e9erVTJPZ0jfVV6nlHRSrPZRMiCQCxAjhxJkiCD/oaOHbBprmkSjUSxLAu9qKNoCtVslUa0QSwVoxgsznPZSJJEOBwmHA5jmmZfgx3FImGuvnYbmUyGWCzmiVxrnRVFIaAHaPxPg+gW52EWj8fnpTEMAyRQVAXWABJIZQm1qjIWHcM+z8ZIGc5/zhAIVUABGAOsU58qneOHYUnDoq873rZtLwaydcg10zS9QPNOURCtb0Bbv7f7VHVd72rddRLgdroJ8GIWcLswdKI9UL6b+HeygF03RalU8pqw7WLVnrebgLYLcKfz0K2V0X6O3P24Atj68Oh2jtrLdbe79Wp/uHbaf7dzBAx9jAxVVUByRDcUCnW0bCVJIp1Kkz2QZUyMkW1kO/6phRAoukK5WUYKS2hoBGtBTGEipSWCtiMYalDFTJhEx6OUj5UZOX+E4lyR5GjSKzMUCs2zoizLotljPK0jciGq1SrhcLhrmFk0FqUpN2lkGoRGQwtC0oRwuuvKtkx1poqckinkCqRIMVeaI31JmqJdJB6KY1kW9XAdoQli0Ri2YYMKWmyhv9w9xkAg0FcnDVVVAMf92W2wfEmSSMQSZEtZxhgjU88siIYwDAPbtonaUaSa5EQ4mEAOJEVCGVdO3wc2jtM2hBOelsCxhBeJ3FtqVuS+BNj987vf3Yvifu8kLu1N1/Z1rRZWp6a++9npz+/SKhDt+28Vm27ltItO6/pe03WyAFstZjcQv/0YW+vfflydzlG7G6KbFdxaVmv+Tq6aTt871aebldx+3pcqo5PIdyv/bESJKmhrNJrTTeSIjJWeH2fabDYRksDUTGKJGGpApTxXZuSdI2BD7liO+FpHtEOhEOUjZUzbZHzTOHbJxpZsVHv+X3OlfeQSEskLk2SzWUb0EYrjxQUhaZZlIYdkDMVgIjVB5kQGeYPMeZvOw67bSDnnPlNVFdEQiIIgko5AAvIn80QjUaRBv8VaAjkio06oGIcMApHAghenhmEgJEEwHYTwqZVh4HJOjwERx/EBSzjCW8UJG6zgiLFOVxfEkvXrN0OnZrfr4+wknK352tedCZ3EtlNd2/N0K6s9T68+5/Z13fIYhjGvydftid3Luk60WqqL+YU7re9V+Nx9tLcc2ve5WD26tWqWcnOcTUhIxGtxKuUK4fEwtVpt3gOlWWkiH5OxKzahcMiJJVcNRF7AG2BKp9/Ia0ENaa2Ejg4lqL9ZJ9wIO72yVhlZyKg5FTtmL4g3tywLkRWINwWq5jwcwrEwdaOOdECiMdsgGDvtN5aTMtKkhDlnOhEjJwy02uqPNiZJzrUql8tEJiLzuoQLITDrJtIhCbWpOmoo4QhwAaf3W3uVJ09tLwFznHHvuL4FuJOF2W5iL2ZddbIgO63rlGYpC6tTuk5pF9v3YsfaSz1b87Vau61+307ldnqgLLZ+sWNfygJdTHT7tXI73Q/t6TstvdTlbEQIgdAEyjsUuAAC4cCCgb9NYSKFJQifjm8Oh8PU5TrN0SaBlu5UqqpCHayME2FQG6kRGYlgR1d5xmAJpA0SsXfEqIQr3kA2LrquQwhESBAKhZAkiUgkQq1RQ0wKas0akajTFpckyfGfH1GoBWs0pSaB8wKOv3S1nysaqFepiA0CJajMcycKIbAl23m51u5GiAITQIPTdZZwYoFPAjGcMSIip74vk2UJcOt393e3rsiLCVx7um5N/EHeiN0sym7rlxJ0d32ntO2ukfZz1Olzseb4Ug+LfujWOljM4l7MZ96+/6Us2vbWw7kgwkI4YWInTpxAN3WigSj1et17DwKn/NgWiNJpS1GSJKLRKOVGmYJdILZm/hCTclxGu0gjdyyHclLBjJvMzMxQLi8SOjXg42o2mxRLRQJqAEu3CIdPW/buccslGSELrwnvvt8oW2UYASVw2mceDAaRN8nU7TqFVwvE43FEcHWvs2VZFIoFLCxiwRjVapVAIOCJsGmaYOJ0Q25XQg2n63F7UEYUmMIR4iOn0pzBQ6UvH/DU1BQvvPDC8vfm47MIrROYno0I4YSnjY+Pk53LMhYbo1wtk0gkvFCxRqOBHJQxEybBaEuTXJYZGRnBsiwC2mkLWJIkVFTCpTBG0iB6XpRsKcvExAS5XG5VxgMGZ8bkQCBA1agSioS8l0e2bXsPGCkmIQUkz98tSRKpVIpyuUx6dP4EmJqmUZ4pk96Qxt5kQ8SZPVxVVcbHO3f0GCRCCHK5HKFQiGw2y3h8nFKlRDKRpFqtomkajUYDSZPQJjRQF7738fy+rZg4rodRYH2H7X3SlwC3jmnq4/NWo16vEw6HURSFSDBCvVRHRUWZU2gqTeyETa1WQ0VFSksLQq66xYOGoiH0qk6yksQMOJa0qqqEw+GeBsg5U9xuwslkksyBDOnz0xQPFJ3IjHLZC8nTNR0lMj8yRFEUb1bjViRJQowK1LLTxTlfyjM6Okqj0ViVrtbNZtMLm7WaFo1yg6AURJwUGJpx2qq3nZd0s7OzvfXMU3HcDidwXCpnyLnRAd/HZ8gIMX+IyGgySk2tEVWiVCtVkmaSkzMn0SQNa8byogF6QQtqNJUmwhbUpNPi1OoGWK3jCowGsC0b27IJ6SHMgjPLdrgcRujCm8izFwLhAEbNQKSdnoGaphGPx+eNI7xSx1QuOy0TSZKIp+JU5AoROUKtUiPaiJI5mUG2ZMRJQa1SIx6PU6vVlh6+UsIRYJsz8v26+ALs49MDbo/E1u7aiqIgRSSakSbBsSBrE2tJ5pLYeRtZ631sC1mWEarAXmtTbzhWNgx+HrpOCCG8cRJcX3W1XiU0HqIRbjA6Nsqa+BqMFw2kUHcrvh3vARKv0ZAb8zpKuCMfrhRuBIf7APSGDAiBGTeJrImQVJOk8imogIFBOBwmmUx6PSAXRWUg7gfwBdjHZ0narUQ4/WKtVquhoaHv05F0CWOdAUlQld69e5IkEU1EOZE/4UUYuGha5xkzBkWj0SAUCs3bn2EahINhajM1OABooG/RkZpSXwOqB4NBmkqTYrHo+bIlyek9u1IvGIUQVCqVBdcqFotRqVYIySH013RChDDXm0gJybtWmqZhWdbSHYJUlh33244vwD4+PdBoNDzL1CUYDNI0mkSrUSonKwhLUDfrKKMKAa1z76xuRCIRJiYmvGYzcDrUa4XcEN0eLOFwmGapCUfBDJmIusCO2kjh3t0qLmNjY4yNjc3rVei6MRYb+nK5COHMONJ+rTRNwzRNwuUw1bkqwhI0zAbSiOSNeyFJp4Ya7cUKHhC+APv4LIIrUu1/aBctomGP2Ih1Ar2gOy92YnLfA6q7TfN20Q4EAl0nBDhTDMPwXCmtRCIRanKNxOYEhWKBSrlCMB7sezYIt+z243KFrlgsDvS4hBCetd2pLqF4CCNhYK+1scoWuqFDBIKh09cqGAxiWVZfs0SfCb4A+/h0QQin63e1Wu0YDiZJEtFYlGqgyog1QilaIi7FFx17tl9W6mWcEIJCoUAymVxwXK6/VAkohGNhTMskKAe7jrmwHNyxHwZlbbpRDaZpdo2wiEQj1LQaSSPJSfkkISO0YOxlN7Qul8utuP8d/GnpfXwWIHBe5NTrdSqVCul0uqvwBAIBTMtETslMZCewsalEK0jjgwuxisVizM7Odh0gqFfcXquGYXiWYieXguf6oEa8GidWi1EsFQldEOpQ6vJwreBCocDc3BzxeHxZQ5IK4QwZWq/XMU2T0dHRrtdKURRn3OMRlbWltQgEzZGF/nVVVUkmk8zOzhKPx+eNiLic+i2GL8A+Pm0YzaY3P1rr+LKdcC3UulInOhbFyBkEUoOduVGSnLFts9kscGo0tGW8mCuVSuRyOQKBAOl0etGQsnA4TKaSIX5JHFESNEWTWHgAcVctuNamYRjUajXK5XLHmOLFMAyDSqXiDUm5VE/OSCRCXaoTm4hRm6uhjWgdWzbBYJDx8XGq1ao3iwf03+PUsizS6XTX7b4A+/i0oWkao6OjPVub0WiUbCNLJOaMjTDoTgauf9jtCGVZFjN9DN3okkqlGB8fXzphyz51TScwGkCUVmZGY3fcCHfy237RNI2RkZGer1U4HCZbyxKNRWnUG10fKq7/unWs5+W4I5aKqvAF2MfnDHFnzy6UCjRpktJSK7Kf1eiS3LqvRCLB3NwciqIQi69Ol+iVxo0JbjQbGJLRl69+JY7ffwnn43OGSJJEMplEVVVGR0eHXZ2BoSgK6XSaaDTaNQrkXMN1e5RKpZ6nP1pJfAvYx2cAuB0MzlmEAMMAVQVZBstCsm00SUJzQ+p0HVzXh2k66WR5fj7bdrYFAs5323a2NZtO3mFY0UI4+zdN0DQUSWLilK952Da9L8A+Pj6OUB4+DOm0s8zNQaXiiGooBGNjcPAgrF8P0SgcPQqxGIyOwqFDzvaRESgUnLwXXQSzs45oj487ZW/adFrAVxPLgh//GMpl59iCQaRKBRQFfuInnIfFkPAF2MenDcuyyOVyK/LSaRD01F22A5VKxYuk6Egs5ghxLudYqtGos16WoVSCZNIR1GYTXJdEoQDxuCNyuZyTPx531iuKI971upO3XF60fu4AOv1gmmZv1yqdhkTCeQDI8mlrvFTqa3/9YlkWyWSy63YJzmRWex+fc595b7dtm/qTT1If5PgLbvkDbH5HJInQTTf1bFHatu1NSX+2IssyiUSirwefO7zl2UwqleoapeELsM9bnnkCPOCeTwJ4bd+PSEQDbJi6cPA+xyFFJtQbTf7nhed55zv/H4o6vCb8IBFC8NrrPyYRUjn/ggsHem67RVD4Lggfn1YGLWhCkEolCLnT9fwvCOUCpxW/5rzzGP5rrMGSSiQIBlbP9eRbwD5vec6F+eh8zm18C9jHpwuZTIbDhw8Puxo+/0uZmprqus23gH18fHyGxNkZZ+Pj4+PzFsAXYB8fH58h4Quwj4+Pz5DwBdjHx8dnSPgC7OPj4zMkfAH28fHxGRK+APv4+PgMCV+AfXx8fIaEL8A+Pj4+Q+L/A8lWPVJ3SuzLAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"img_show = img.copy()\n",
"cv2.rectangle(img_show, top_left, bottom_right, 255, 2)\n",
"\n",
"plt.subplot(121)\n",
"plt.imshow(res, cmap = 'gray')\n",
"plt.title('Matching Result'), \n",
"plt.xticks([]), \n",
"plt.yticks([])\n",
"\n",
"plt.subplot(122)\n",
"plt.imshow(img_show, cmap = 'gray')\n",
"plt.title('Detected Point')\n",
"plt.xticks([])\n",
"plt.yticks([])\n",
"\n",
"# plt.suptitle(meth)\n",
"# plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"threshold = 0.8"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([8., 6., 9., ..., 0., 0., 1.]),\n",
" array([-1.2390881e+07, -1.2161775e+07, -1.1932668e+07, ...,\n",
" 7.7802566e+08, 7.7825478e+08, 7.7848390e+08], dtype=float32),\n",
" <BarContainer object of 3452 artists>)"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEFCAYAAAAPCDf9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAZD0lEQVR4nO3df0xV9/3H8WcvP7Ri6jVl5a4XBq7DlnbdvC4XbG23fmtFsUmxqWkx6yCdwXbRdS5NJjFZMO3+6JI51ywd2RhONDpKdUTaaYBpk7lE8TReEASE61DhKiBTiW3/sOrn+wfprb/4ISD3tp/XI3mnl88553PexzSvezj33MNdgEFERKzginQDIiIyeRT6IiIWUeiLiFhEoS8iYhGFvoiIRWIj3cBw+vr6OHnyZKTbEBH5SklNTeW+++675bKoDv2TJ0/i9/sj3YaIyFeK4zhDLtPlHRERiyj0RUQsotAXEbGIQl9ExCIKfRERiyj0RUQsotAXEbGIQl9ExCIKfRERiyj0RUQsotAXEbGIQl9ExCIKfRERi1gT+huaDkS6BRGRiLMm9EVERKEvImIVhb6IiEUU+iIiFlHoi4hYZMTQnzJlCvX19TQ0NNDc3Mz69esBSEtL4+DBg3R0dFBRUUFcXBwA8fHxVFRU0NHRwcGDB0lNTQ3PVVRUREdHB21tbWRnZ9+ZIxIRkWGZkSohIcEAJjY21hw8eNBkZWWZ9957z7z00ksGMCUlJea1114zgPnZz35mSkpKDGBeeuklU1FRYQCTkZFhGhoaTHx8vElLSzPBYNC4XK5h9+s4zoi9jbY2NB2YsLlUKpUqmmu47BzV5Z1PP/0UgLi4OOLi4jDG8PTTT7Njxw4AysvLWbp0KQC5ubmUl5cDsGPHDhYsWBAer6io4NKlS5w4cYJgMEhmZuZodi8iIhNkVKHvcrkIBAL09fVRV1fH8ePHuXDhAleuXAGgu7sbr9cLgNfrpaurC4ArV64wMDDAvffee934jdtcq7CwEMdxcByHxMTEcR+giIh8aVShf/XqVXw+H8nJyWRmZvLQQw/dsYZKS0vx+/34/X76+/vv2H5ERGx0W3fvDAwM8NFHH/HYY4/hdruJiYkBIDk5mVAoBEAoFCIlJQWAmJgYZsyYwf/+97/rxm/cRkREJseIoZ+YmMiMGTMAmDp1KgsXLqS1tZWPPvqIZcuWAVBQUMCuXbsAqK6upqCgAIBly5axb9++8HheXh7x8fGkpaWRnp7OoUOH7shBiYjIrcWOtMI3v/lNysvLiYmJweVyUVlZyT//+U9aWlqoqKjgN7/5DYFAgLKyMgDKysrYunUrHR0dnDt3jry8PABaWlqorKykpaWFy5cvs2rVKq5evXpnj05ERG4S8duLhirdsqlSqVS3X+O+ZVNERL4eFPoiIhZR6IuIWEShLyJiEYW+iIhFFPoiIhZR6IuIWEShLyJiEYW+iIhFFPoiIhZR6IuIWEShLyJiEYW+iIhFFPoiIhZR6IuIWEShLyJiEYW+iIhFFPoiIhZR6IuIWEShLyJiEYW+iIhFFPoiIhZR6IuIWEShLyJikRFDPzk5mX379nH06FGam5t5/fXXASguLqa7u5tAIEAgECAnJye8TVFRER0dHbS1tZGdnR0eX7RoEW1tbXR0dLB27do7cDgiIjISM1x5PB7j8/kMYKZPn26OHTtmMjIyTHFxsXnjjTduWj8jI8M0NDSY+Ph4k5aWZoLBoHG5XMblcplgMGhmzZpl4uLiTENDg8nIyBh2347jDLv8dmpD04EJm0ulUqmiuYbLzlhG0NPTQ09PDwCffPIJra2teL3eIdfPzc2loqKCS5cuceLECYLBIJmZmQAEg0E6OzsBqKioIDc3l9bW1pFaEBGRCXJb1/RTU1Px+XzU19cDsHr1ahobGykrK8PtdgPg9Xrp6uoKb9Pd3Y3X6x1y/EaFhYU4joPjOCQmJo7lmEREZAijDv2EhAR27tzJmjVruHjxIiUlJTzwwAPMmTOHM2fOsGHDhglpqLS0FL/fj9/vp7+/f0LmFBGRQSNe3gGIjY1l586dbNu2jaqqKgD6+vrCy0tLS/nwww8BCIVCpKSkhJclJycTCoUAhhwXEZHJMaoz/bKyMlpbW9m4cWN4zOPxhF8///zzNDc3A1BdXU1eXh7x8fGkpaWRnp7OoUOHcByH9PR00tLSiIuLIy8vj+rq6gk+HBERGc6IZ/rz588nPz+fI0eOEAgEAFi3bh3Lly9nzpw5GGM4ceIEr776KgAtLS1UVlbS0tLC5cuXWbVqFVevXgUGPwOoqakhJiaGTZs20dLScgcPTUREbiXitxcNVbplU6VSqW6/hstOfSNXRMQiCn0REYso9EVELKLQFxGxiEJfRMQiCn0REYso9EVELKLQFxGxiEJfRMQiCn0REYtYEfobmg5EugURkahgReiLiMgghb6IiEUU+iIiFrEq9HVtX0RsZ1Xoi4jYTqEvImIRhb6IiEUU+iIiFlHoi4hYRKEvImIRhb6IiEUU+iIiFhkx9JOTk9m3bx9Hjx6lubmZ119/HYCZM2dSW1tLe3s7tbW1uN3u8DbvvPMOHR0dNDY24vP5wuP5+fm0t7fT3t5Ofn7+xB+NiIiMyAxXHo/H+Hw+A5jp06ebY8eOmYyMDPPb3/7WrF271gBm7dq15u233zaAycnJMbt37zaAycrKMgcPHjSAmTlzpjl+/LiZOXOmcbvd5vjx48btdg+7b8dxhl0+2trQdCBcEzGfSqVSRXMNl50jnun39PQQCAQA+OSTT2htbcXr9ZKbm0t5eTkA5eXlLF26FIDc3Fy2bNkCQH19PW63G4/Hw6JFi6irq+P8+fNcuHCBuro6Fi9ePNLuRURkAsXezsqpqan4fD7q6+tJSkqip6cHGHxjSEpKAsDr9dLV1RXepru7G6/XO+T4jQoLC1m5ciUAiYmJt39EIiIypFF/kJuQkMDOnTtZs2YNFy9evGm5MWZCGiotLcXv9+P3++nv75+QOUVEZNCoQj82NpadO3eybds2qqqqAOjt7cXj8QDg8Xjo6+sDIBQKkZKSEt42OTmZUCg05LiIiEyeUYV+WVkZra2tbNy4MTxWXV1NQUEBAAUFBezatSs8/sWdOVlZWQwMDNDT00NNTQ3Z2dm43W7cbjfZ2dnU1NRM9PGIiMgwRrymP3/+fPLz8zly5Ej4A91169bx9ttvU1lZyYoVKzh58iQvvvgiALt372bJkiUEg0E+++wzXnnlFQDOnz/PW2+9heM4ALz55pucP3/+Th2XiIjcwl0M3sYTlRzHwe/3j3uea/94yhuPPjbu+UREotlw2alv5IqIWEShLyJiEYW+iIhFFPoiIhZR6IuIWEShLyJiEYW+iIhFFPoiIhZR6IuIWEShLyJiEYW+iIhFFPoiIhZR6IuIWEShLyJiEYW+iIhFFPoiIhZR6IuIWEShLyJiEYW+iIhFFPoiIhZR6IuIWEShLyJiEYW+iIhFRgz9srIyent7aWpqCo8VFxfT3d1NIBAgEAiQk5MTXlZUVERHRwdtbW1kZ2eHxxctWkRbWxsdHR2sXbt2gg9DRERGY8TQ37x5M4sXL75pfOPGjfh8Pnw+H3v27AEgIyODvLw8HnnkERYvXsyf/vQnXC4XLpeLd999l5ycHB5++GGWL19ORkbGxB+NiIgMK3akFfbv309qauqoJsvNzaWiooJLly5x4sQJgsEgmZmZAASDQTo7OwGoqKggNzeX1tbWcbQuIiK3a8zX9FevXk1jYyNlZWW43W4AvF4vXV1d4XW6u7vxer1Djt9KYWEhjuPgOA6JiYljbU9ERG5hTKFfUlLCAw88wJw5czhz5gwbNmyYsIZKS0vx+/34/X76+/snbF4RERnF5Z1b6evrC78uLS3lww8/BCAUCpGSkhJelpycTCgUAhhyXEREJs+YzvQ9Hk/49fPPP09zczMA1dXV5OXlER8fT1paGunp6Rw6dAjHcUhPTyctLY24uDjy8vKorq6emCMQEZFRG/FMf/v27Tz11FMkJibS1dVFcXExTz31FHPmzMEYw4kTJ3j11VcBaGlpobKykpaWFi5fvsyqVau4evUqMPgZQE1NDTExMWzatImWlpY7e2QiInKTuwAT6SaG4jgOfr9/3PNsaDoQfv3Go4+Nez4RkWg2XHbqG7kiIhZR6IuIWEShLyJiEYW+iIhFFPoiIhZR6IuIWEShLyJiEYW+iIhFFPoiIhZR6IuIWEShLyJiEYW+iIhFFPoiIhZR6IuIWEShLyJiEYW+iIhFFPoiIhZR6IuIWEShLyJiEYW+iIhFFPoiIhZR6IuIWEShLyJikRFDv6ysjN7eXpqamsJjM2fOpLa2lvb2dmpra3G73eFl77zzDh0dHTQ2NuLz+cLj+fn5tLe3097eTn5+/sQehYiIjMqIob9582YWL1583VhRURF79+5l9uzZ7N27l6KiIgBycnJIT08nPT2dlStXUlJSAgy+SRQXF5OVlUVmZibFxcXXvVGIiMjkGDH09+/fz7lz564by83Npby8HIDy8nKWLl0aHt+yZQsA9fX1uN1uPB4PixYtoq6ujvPnz3PhwgXq6upueiMREZE7b0zX9JOSkujp6QGgp6eHpKQkALxeL11dXeH1uru78Xq9Q47fSmFhIY7j4DgOiYmJY2lvWBuaDkz4nCIiXxUT8kGuMWYipgGgtLQUv9+P3++nv79/wuYVEZExhn5vby8ejwcAj8dDX18fAKFQiJSUlPB6ycnJhEKhIcdFRGRyjSn0q6urKSgoAKCgoIBdu3aFx7+4MycrK4uBgQF6enqoqakhOzsbt9uN2+0mOzubmpqaCToEEREZrdiRVti+fTtPPfUUiYmJdHV1UVxczNtvv01lZSUrVqzg5MmTvPjiiwDs3r2bJUuWEAwG+eyzz3jllVcAOH/+PG+99RaO4wDw5ptvcv78+Tt4WCIicit3ARN3QX6COY6D3+8f9zw3fnj7xqOPjXtOEZFoNVx26hu5IiIWUeiLiFhEoS8iYhGFvoiIRRT6IiIWUeiLiFhEoS8iYhGFvoiIRRT6IiIW+dqHvh6lLCLypa996IuIyJcU+iIiFlHoi4hYRKEvImIRhb6IiEUU+iIiFlHoi4hYRKEvImIRhb6IiEUU+iIiFlHoi4hYRKEvImIRhb6IiEXGFfqdnZ0cOXKEQCCA4zgAzJw5k9raWtrb26mtrcXtdofXf+edd+jo6KCxsRGfzzeuxsdDT94UEVuN+0z///7v//D5fPj9fgCKiorYu3cvs2fPZu/evRQVFQGQk5NDeno66enprFy5kpKSkvHuWkREbtOEX97Jzc2lvLwcgPLycpYuXRoe37JlCwD19fW43W48Hs9E715ERIYxrtA3xlBbW8vHH39MYWEhAElJSfT09ADQ09NDUlISAF6vl66urvC23d3deL3e8exeRERuU+x4Nn7iiSc4ffo03/jGN6irq6Otre2mdYwxtzVnYWEhK1euBCAxMXE87YmIyA3GdaZ/+vRpAM6ePUtVVRWZmZn09vaGL9t4PB76+voACIVCpKSkhLdNTk4mFArdNGdpaSl+vx+/309/f/942hMRkRuMOfSnTZvG9OnTw6+zs7Npbm6murqagoICAAoKCti1axcA1dXV5OfnA5CVlcXAwED4MpCIiEyOMV/eSUpKoqqqanCS2Fi2b99OTU0NjuNQWVnJihUrOHnyJC+++CIAu3fvZsmSJQSDQT777DNeeeWViTkCEREZtTGHfmdnJ3PmzLlp/Ny5czzzzDO33Gb16tVj3Z2IiEwAfSNXRMQiCn0REYso9EVELKLQFxGxiEJfRMQiCn0REYso9EVELKLQFxGxiEJfRMQiCn0REYtYG/r6k4kiYiNrQ19ExEYKfRERiyj0RUQsotAXEbGIQl9ExCJWh77u4BER23ytQ1+hLiJyva916IuIyPUU+iIiFrE+9HUJSERsYn3oi4jYRKGPzvZFxB4KfRERi0x66C9atIi2tjY6OjpYu3btZO9+SBuaDoz7jF+/MYhItJvU0He5XLz77rvk5OTw8MMPs3z5cjIyMiazhRGNJfyv3WYi3jyunVdEZCLFTubOMjMzCQaDdHZ2AlBRUUFubi6tra2T2caojDZw33j0sVFt/8ajj4XHvthmQ9OB8Pi1/712+2vnuXHZtfu+dtuh9n9jfzf2ISJff3cBZrJ29sILL7B48WIKCwsBePnll8nKyuLnP/95eJ3CwkJWrlwJwIMPPsixY8cmbP+JiYn09/dP2HwTKVp7i9a+IHp7i9a+IHp7i9a+IHp7G66v1NRU7rvvviG3NZNVL7zwgiktLQ3//PLLL5s//vGPk7Z/x3EmbV9fl96ita9o7i1a+4rm3qK1r2jubax9Teo1/VAoREpKSvjn5ORkQqHQZLYgImK1SQ19x3FIT08nLS2NuLg48vLyqK6unswWRESsNqkf5F65coXVq1dTU1NDTEwMmzZtoqWlZdL2/5e//GXS9nW7orW3aO0Lore3aO0Lore3aO0Lore3sfY1qR/kiohIZOkbuSIiFlHoi4hYxJrQj9bHP5SVldHb20tTU1OkW7lOcnIy+/bt4+jRozQ3N/P6669HuiUApkyZQn19PQ0NDTQ3N7N+/fpIt3QTl8vF4cOH+eCDDyLdSlhnZydHjhwhEAjgOE6k27nOjBkzeP/992ltbaWlpYV58+ZFuiVmz55NIBAI18DAAL/4xS8i3VbYmjVraG5upqmpie3btzNlypTb2j7i95ve6XK5XCYYDJpZs2aZuLg409DQYDIyMiLeF2CefPJJ4/P5TFNTU8R7ubY8Ho/x+XwGMNOnTzfHjh2Lmn+zhIQEA5jY2Fhz8OBBk5WVFfGerq1f/vKXZtu2beaDDz6IeC9fVGdnp7n33nsj3setavPmzWbFihUGMHFxcWbGjBkR7+nacrlc5syZM+Zb3/pWxHsBzP3332/++9//mqlTpxrAvPfee6agoGD0x4MFrn38w+effx5+/EM02L9/P+fOnYt0Gzfp6ekhEAgA8Mknn9Da2orX641wV4M+/fRTAOLi4oiLi8MYE+GOvuT1enn22Wf561//GulWvhLuuecefvjDH1JWVgbA559/zsDAQIS7ut6CBQs4fvw4p06dinQrYbGxsdx9993ExMQwbdo0Tp8+PeptrQh9r9dLV1dX+Ofu7u6oCbCvgtTUVHw+H/X19ZFuBRi8fBIIBOjr66Ouro5Dhw5FuqWwP/zhD/zqV7/i6tWrkW7lOsYYamtr+fjjj8OPQYkGs2bN4uzZs/ztb3/j8OHDlJaWMm3atEi3dZ28vDz+/ve/R7qNsNOnT/O73/2OU6dOcebMGQYGBqirqxv19laEvoxdQkICO3fuZM2aNVy8eDHS7QBw9epVfD4fycnJZGZm8sgjj0S6JQCeffZZ+vr6OHz4cKRbuckTTzzBD37wA3Jycli1ahVPPvlkpFsCBs9Y586dS0lJCXPnzuXTTz+lqKgo0m2FxcXF8dxzz/H+++9HupUwt9tNbm4us2bN4v777ychIYEf//jHo97eitDX4x/GJjY2lp07d7Jt2zaqqqoi3c5NBgYG+Oijj1i8eHGkWwFg/vz5PPfcc3R2dlJRUcHTTz/N1q1bI90WQPjX/7Nnz1JVVUVmZmaEOxrU3d1Nd3d3+Le1HTt2MHfu3Ah39aWcnBwOHz5MX19fpFsJe+aZZ+js7KS/v5/Lly/zj3/8g8cff3zU21sR+nr8w9iUlZXR2trKxo0bI91KWGJiIjNmzABg6tSpLFy4kLa2tgh3NWjdunWkpKQwa9Ys8vLy2LdvHz/5yU8i3RbTpk1j+vTp4dfZ2dk0NzdHuKtBvb29dHV1MXv2bGDw+vlkfkt/JMuXL4+qSzsAp06dYt68edx9993A4L/Z7T6ePuKfRk9G5eTkmGPHjplgMGjWrVsX8X6+qO3bt5vTp0+bS5cuma6uLvPTn/404j0BZv78+cYYYxobG00gEDCBQMDk5OREvK9HH33UHD582DQ2Npqmpibz61//OuI93ap+9KMfRc3dO7NmzTINDQ2moaHBNDc3R9X//4D5/ve/bxzHMY2Njaaqqsq43e6I9wSYadOmmf7+fnPPPfdEvJcba/369aa1tdU0NTWZLVu2mPj4+FFvq8cwiIhYxIrLOyIiMkihLyJiEYW+iIhFFPoiIhZR6IuIRJHbeQhjSkoK+/bt4/DhwzQ2NpKTkzOqfUT89iOVSqVSDdbtPITxz3/+s3nttdcMYDIyMkxnZ+eI2+hMX0QkitzqIYzf/va32bNnDx9//DH//ve/efDBBwEwxnDPPfcAg4+oHu2D1yL+zqZSqVSqLys1NfW6M/1//etf5jvf+Y4BTGZmptm7d6+BwUegHzlyxHR1dZlz586ZuXPnjjj3pP5hdBERuT0JCQk8/vjj1z307Ys/mrJ8+XI2b97M73//e+bNm8fWrVv57ne/O+zjxhX6IiJRzOVyceHCBXw+303LVqxYEX7g4MGDB5k6dSqJiYmcPXt26PnuWKciIjJuFy9epLOzk2XLloXHvve97wGDD19bsGABAA899BBTp04dNvC/EPHrVyqVSqUarFs9hDEtLc3s2bPHNDQ0mKNHj4YfNJiRkWH+85//mIaGBhMIBMzChQtHnF8PXBMRsYgu74iIWEShLyJiEYW+iIhFFPoiIhZR6IuIWEShLyJiEYW+iIhF/h8ghUxmfYKqQwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.hist(res.ravel(), bins='auto')"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"45034"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.sum(res > 0.8)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"45034"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.sum(res > 1.0)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"6"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.sum(res > 5e8)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([59, 60, 60, 60, 61, 61], dtype=int64),\n",
" array([ 50, 50, 658, 659, 50, 659], dtype=int64))"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"loc = np.where( res >= 5e8)\n",
"loc"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<PIL.Image.Image image mode=RGB size=1741x610 at 0x20FA99D3700>"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img_show = img.copy()\n",
"\n",
"for pt in zip(*loc[::-1]):\n",
" cv2.rectangle(img_show, pt, (pt[0] + w, pt[1] + h), (0,0,255), 2)\n",
"\n",
"Image.fromarray(img_show)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<PIL.Image.Image image mode=RGB size=1741x610 at 0x20FADDB9CD0>"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"loc = np.where( res >= 4e8)\n",
"\n",
"img_show = img.copy()\n",
"\n",
"for pt in zip(*loc[::-1]):\n",
" cv2.rectangle(img_show, pt, (pt[0] + w, pt[1] + h), (0,0,255), 2)\n",
"\n",
"Image.fromarray(img_show)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"15"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.sum(res >= 4e8)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<function NMSBoxes>"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cv2.dnn.NMSBoxes"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"def nms(boxes, scores, score_threshold=0.5, nms_threshold=0.3):\n",
" \"\"\"\n",
" def box_to_center(box):\n",
" xmin,ymin,xmax,ymax = [round(float(x),4) for x in box]\n",
" w = xmax-xmin\n",
" h = ymax-ymin\n",
" return [round(xmin,4),round(ymin,4),round(w,4),round(h,4)]\n",
" \"\"\"\n",
"\n",
" #newBoxes = [ box_to_center(box) for box in boxes]\n",
" newBoxes = [b for b in boxes]\n",
" newscores = [ round(float(x),6) for x in scores]\n",
" # raise\n",
" index = cv2.dnn.NMSBoxes(newBoxes, newscores, score_threshold=score_threshold, nms_threshold=nms_threshold)\n",
" index = index.reshape((-1,))\n",
" return boxes[index], scores[index]"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([58, 59, 59, 59, 60, 60, 60, 60, 60, 60, 60, 61, 61, 61, 62],\n",
" dtype=int64),\n",
" array([ 50, 50, 658, 659, 49, 50, 51, 658, 659, 1267, 1268,\n",
" 50, 658, 659, 50], dtype=int64))"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"loc = np.where( res >= 4e8)\n",
"\n",
"loc"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"boxes = []\n",
"scores = []\n",
"\n",
"for top, left in zip(*loc):\n",
" boxes.append((left, top, w, h))\n",
" scores.append(res[top, left])"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[(50, 58, 470, 510),\n",
" (50, 59, 470, 510),\n",
" (658, 59, 470, 510),\n",
" (659, 59, 470, 510),\n",
" (49, 60, 470, 510),\n",
" (50, 60, 470, 510),\n",
" (51, 60, 470, 510),\n",
" (658, 60, 470, 510),\n",
" (659, 60, 470, 510),\n",
" (1267, 60, 470, 510),\n",
" (1268, 60, 470, 510),\n",
" (50, 61, 470, 510),\n",
" (658, 61, 470, 510),\n",
" (659, 61, 470, 510),\n",
" (50, 62, 470, 510)]"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"boxes"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"boxes_nms, scores_nms = nms(np.array(boxes), np.array(scores), score_threshold=4e8, nms_threshold=0.3)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([[ 50, 60, 470, 510],\n",
" [ 659, 60, 470, 510],\n",
" [1268, 60, 470, 510]], dtype=int64),\n",
" array([7.7848390e+08, 6.0962259e+08, 4.3894893e+08], dtype=float32))"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"boxes_nms, scores_nms"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<PIL.Image.Image image mode=RGB size=1741x610 at 0x20FADE8F8E0>"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img_show = img.copy()\n",
"\n",
"for left, top, width, height in boxes_nms:\n",
" cv2.rectangle(img_show, (left, top), (left + width, top + height), (0,0,255), 2)\n",
"\n",
"Image.fromarray(img_show)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=470x510 at 0x20FADF371C0>"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"patch = img[top:top + height, left:left + width]\n",
"Image.fromarray(patch)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(510, 470, 3)"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"patch.shape"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"purple_bgr = np.array([255, 0, 255]) # bgr = rgb here, but hue may be better for our purpose"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"d = patch - purple_bgr"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"d2 = np.sum(d**2, axis=2)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x20fae15cb20>"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(d2)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([1.17400e+03, 3.96000e+02, 2.62000e+02, 2.78000e+02, 2.32000e+02,\n",
" 5.70000e+02, 6.13000e+02, 4.59400e+03, 2.74800e+03, 2.57900e+03,\n",
" 2.62700e+03, 2.22122e+05, 3.00000e+01, 5.16000e+02, 1.70000e+01,\n",
" 1.20000e+01, 4.66000e+02, 0.00000e+00, 4.64000e+02]),\n",
" array([ 0. , 5647.26315789, 11294.52631579, 16941.78947368,\n",
" 22589.05263158, 28236.31578947, 33883.57894737, 39530.84210526,\n",
" 45178.10526316, 50825.36842105, 56472.63157895, 62119.89473684,\n",
" 67767.15789474, 73414.42105263, 79061.68421053, 84708.94736842,\n",
" 90356.21052632, 96003.47368421, 101650.73684211, 107298. ]),\n",
" <BarContainer object of 19 artists>)"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.hist(d2.ravel(), bins='auto')"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([5.89000e+02, 1.29000e+02, 6.80000e+01, 7.20000e+01, 5.90000e+01,\n",
" 5.00000e+01, 4.60000e+01, 4.10000e+01, 4.20000e+01, 5.00000e+01,\n",
" 3.90000e+01, 4.20000e+01, 2.90000e+01, 4.10000e+01, 4.00000e+01,\n",
" 3.60000e+01, 4.00000e+01, 3.60000e+01, 2.38251e+05]),\n",
" array([ 0. , 526.31578947, 1052.63157895, 1578.94736842,\n",
" 2105.26315789, 2631.57894737, 3157.89473684, 3684.21052632,\n",
" 4210.52631579, 4736.84210526, 5263.15789474, 5789.47368421,\n",
" 6315.78947368, 6842.10526316, 7368.42105263, 7894.73684211,\n",
" 8421.05263158, 8947.36842105, 9473.68421053, 10000. ]),\n",
" <BarContainer object of 19 artists>)"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.hist(np.clip(d2.ravel(), 0, 10000), bins='auto')"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x20fb00c5880>"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(d2 < 2000)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x20fae474eb0>"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(d2 < 7000)"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mask_list = []\n",
"\n",
"for left, top, width, height in boxes_nms:\n",
" # cv2.rectangle(img_show, (left, top), (left + width, top + height), (0,0,255), 2)\n",
" patch = img[top:top + height, left:left + width]\n",
" d = patch - purple_bgr\n",
" d2 = np.sum(d**2, axis=2)\n",
" mask = d2 < 2000\n",
" mask_list.append(mask)\n",
" plt.imshow(mask)\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(3, 510, 470)"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mask_arr = np.stack(mask_list, 0)\n",
"mask_arr.shape"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x20fac1a9580>"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"any_mask_arr = np.any(mask_arr, 0)\n",
"plt.imshow(any_mask_arr)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.Image.Image image mode=1 size=470x510 at 0x20FAC1BECA0>"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Image.fromarray(any_mask_arr)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.Image.Image image mode=1 size=470x510 at 0x20FAE53C9A0>"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Image.fromarray(mask_arr[0])"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[False, False, False, ..., False, False, False],\n",
" [False, False, False, ..., False, False, False],\n",
" [False, False, False, ..., False, False, False],\n",
" ...,\n",
" [False, False, False, ..., False, False, False],\n",
" [False, False, False, ..., False, False, False],\n",
" [False, False, False, ..., False, False, False]])"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"any_mask_arr"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [],
"source": [
"mask_cv = (any_mask_arr * 255).astype(np.uint8)"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x20fac1ecd90>"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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hEXdTU5frla4TXg6hdT5cYyrFlH/Jv/2+UpKguR0Odbx+1otLsCyL61d4O5TRzxk6rj4xm4gz9cRsPkjcnolcWZpBxG+NPXGAHIGHIJPFwpkXUqj7bDdDApUi9qcHseztfr6y27Ek2CjanIY2dTLnl9pwrL45m4dzzVzv6fRAhVeLGeP5Q9EP12JMVM2O8vygFOYhMMBJjsA+0mLG0DJrkneWimCmXC7uWHPI0/fYT9z1DdjeS4DLV0hYX4LJbPL2YR7ldBPSOLD7Lv7GVNojdKZ8pbTPnxH705tHW1dpGaNKy7rZ2hgkwD6qe2QK9714mLz4OUT95lDwjwv2c33uxkbCd+R57/Xe+rci8jcDf1o6eX0hpohRvR+McatBfoj5YJBTaB+N3pbP0R/cy6IX99G68N4h0QDSX6bUOylfO9d7j9d89zS/PXFBr63Fdf2IqebNpGhTOlqEzJ0lAfaVW2fkW4f44/cfpGqmFUxD/z+dKTQUx6sZtHzm5igiNeceijanUbd8Do320bSMc2PSzGDWKHw6gpaH7+nmE3vH9dAsin6W1uner7W0msT3wH1t8CcdCDZyCu0jLTYWFRfD6N/lMjrQxQwS1drK9HXlqGvXvKfKlo9KiD58J5fvVUza3sLk5495J6nr77DDjws9XMyMotG4PtaS7ip3MqLc2atxw1p0NBf+ZTpJvy3zHsmHAgmwr6IjcHwxijtevLnINOtOtKp6XGXGnKnDF67y68+1MmuQfiftoRqYwL7mqLdjhmVSMqqxaUDu0d5Kr6uHuu6HIPpMuRlZodArhtZziIf+eeAA0YvOYn+j7ua1r1njzMpwqh9K7PZ9Q4U5fCRnnzNT8plQ6qeoDk/rOP2NcRStuc1TDgdR1TNzaX0srct1el090b86OOQmDJAjcC8UfTEK+5szUIc/ArfOlKcH9pRxQJk1LBNtuCuqvBPUmdLu4lrcCML+2Pu63Y2N3LHs2M2fr/9TixnDPTNKaV+m9a+FeAC0j4aWaI2+9bg2JjkC98Idv7+G+fylQJfhE8uEeNq2KPRZN/v8mlrbsVzz/faSJXkiV740p9t5mVVTM5den4Re6d9TU/cnZ3J5VfcTDdjWHSDyTWP3rOotOQL7SIuNJW7DOcrXTMb85ys9vyHAXOVOtEctKNfNBhv3icJe/Q9vvCeepvEmxnSzjbulhahfH/T7RHQhJVWMa4zs9qkOw5EcgX2kV1dT9Y9jsOSfubnQZMKSPDFoh7j1dyztiJ2HSPz+gaDotOJyXsR9vABLYgKl35mLZXx8oEsKChLgXnCVlOJubvb+rEVFUfOTEK49MMO7rOXT6egP3BuI8oYkLWYM579/y2l8ezuhV0C5Av9HJRhIgHvBkjyxw5hYvbaWyE+XEPonz0gdNW8m6tlqKtPDAlViUDBZLDR/LmNgzkzMGq6RCpPZ0+rtqqgkfuMBn29ZuebPom1B1y3TQ4EEuBfKPp/Amec/dtvoltPLxolhmF8Zy4T/24dHIAwh5pSJ2F50YB7b3dWzb/TqaiZ/Lfe2lwOXV83BEh932/fXp4RQN8na5brK5+Z26GVmRNKI1QsTfvyh5+nxeE7tiBuLfrrIu97oY0sHiu44R8Pjkej1/u/gcmV2O3F/iYDbDFuM2dL1xINaVCSPfPEgB9b5MKFBEOvxCBwaGkpeXh7Hjh3j1KlTvPzyywAkJyeTm5uLw+EgJycHq9XzVy4kJIScnBwcDge5ubkkJfVvDGcwOfu9WTQs8FzvVjwxlbJPj/Wuq/+n2ZTvuLPP8z4NpKJN6WjT7YMyr7IpNJS65XPQ7B0fZarX1Q/K6J8pKw6jF9zmgcImE6TfhRYRQdHP0joMflBJE3inZAZRB43di67HALe2tjJ//nxmzpzJzJkzWbBgARkZGaxfv54NGzZgt9upra1lxYoVAKxYsYLa2lrsdjsbNmxg/fr1fv8Sg2XKT8qJynWixcYy/o9lHU6VY/5cxpjfjOrykZ2DzfaBifNLYjn7A/9f+5ksFmqngR4zyu/76pJSWFKS0KIiO62y2CbQ9v0GGBfDjPXV6I2N3nXu4wUkfP4jw3eD9ekauOl6Z3Kr1YrVakUpxfz589m+fTsA2dnZLF68GIBFixaRnZ0NwPbt23nooYf8UHZguErLcJWVU5Zp5/S/je+4rtzJyLfyAjLmVJsxhbNbZ3omagfCd+SRsK+ZSduv+mV/LZ9Jp3zHnZSsm4O7qYmUtQf7PZd0X5lCQzn/n6O48vj0TutczouM+HwtenEJrnPnh+94YLPZzNGjR6mqqmLPnj2cPXuWuro6dN3TgFNeXo7N5mmdtdlslJV5Og/ouk59fT0xMZ1n6V+5ciX5+fnk5+cTGWuscZ0TfnSQKas+xBwWRtFP02/b/3bQXKwk8Q0r7ss3O5iY/nas0xxVA0VpEBbSTuT1W+La5BTa9iRhvqdziPxNtbaSsOR01z2wlEJvaBj0mgaTTwF2u92kpqaSkJBAeno606b1f0rOzZs3k5aWRlpaGvXVBvuPrBQohbulhRkvlzLyr2d6fo8f6XX1hLyX753Azhwe7reB9QAj/nCIsZ8pYswvPQ1E7lInI74aCmdK/LbPGyxJiZT8cA4W24SbC3tzZJ19N3X/PGfITMjQq9tI9fX17N+/nzlz5hAVFYWmeW6uJyQk4HR6hp05nU4SEz2ncpqmERkZSU1NzQCXHTxcFZVB91f+7Lfupu7JwetMotrb0E8XeQdN+IspNJSCr0/ANcrd51FFWkMLmMBk6frWktH0GOCxY8cSGelpIAgLC+ORRx6hoKCA/fv3s2TJEgAyMzPZuXMnALt27SIzMxOAJUuWsG/fPn/VLm7D/so5ot/yz+lzT9z3p6JN8c/QQnNEBNrYVib/tgX9ct8OCvrpIqLeONjvKWqDRY/3GcaPH092djaapmE2m9m2bRt/+tOfOH36NDk5OXzve9/j6NGjbNmyBYAtW7bw61//GofDwZUrV1i6dKnfv4ToaKCmcu2L5rhQRjf3/+kJXdGrq5m0zNMDS4sZA26FPswffmYCvw8k6dGZ/GKeSc8KdBmGZpmU7Glp5frDyxqv3nZS96GgZuUcLNdUlzNgWlKScJ2/4Lk2NpkM3/r82qF1TE2b3OU66Uo5BJhnzqBts44WGwtA8cY4Ljw3cJPLBaOYzQe7DK8WEcGVn1hoe/Q+tIgIHNmpuO9PDUCFg0MCPASogrOEZLq9Hfwnv1RL0uu36Z00xOkNDYz5UhPnn3SDLY6oA6FYq/xzPzwYSF/oIUC1tuK6WIH+4L2EnqseUrMu9oXrUgXTVjeiNzcTW+Do94PGg5kcgftJixlD1VfmdjsiZjCYrBbOPmmhceb4njceBtxNTYa/9vWFHIH7yRQSQlOCgrDADmJQra3BPcme8AsJcD+5LlWQsrYi4DMyAmhTJ2NqbfO0wIphQU6hhwiTxULhNyOpnzW0T6Et8XFUfHUurodmBbqUoCBH4CFCuVxMe87RYcjckGS1cm28otVpkV9eJMBDSrD1yfYHV1k5KVndjOE1a55nnSrl+fcgmFHTnyTA/eQZ+WPxzEAhAsocFkbZ1jsYtWM0oQ1urj1dy9h/qhrS/28kwP1U9uw9NNnbmLLiw9tuY0mwocJC0Iv9P9xuODGHhYGmebuMultaSHqhEXWlDKXrjDo1Flf90D4rkQD3U8KPPsSkmbt9YsCFZUk0JerYn5UAD6SStamY20wkfu/m1Ea3tsC7S4ZuX/AbJMD9pNrbUO3dbzPcp5n1l0lvVsPlK96eVlp0NKqtbUgP4vg4uY1kcCaLBfPd0zCPHi6PHb9JP1OMXnNzGqHarWMo/vbdAaxo8EmAB4nJYqFocxr1X5iN+1OpXPr63AH5XC12LDU/1NHvDvzzeQMt5LUYUt5q7nnDIUROoQeJcrmY+rNraJV1qOZmEiqi+tzJ3jxyJKaRI9Av1+C6VEH04xUDWqtR9eW5x0YnR+BBpD48hausHL3mCrrjXJ8/p3L5PZx9zdbtc3uHEy1mDM6suUNmorrekAD7kfuTMynb/gnvQPuu6A/cy4Xf3+WZIsZH417PZ1Jm0ZDvpOAr06hwmu5oB9Pw+3Ueft94EFk/KiXhRxrubjoShJw8z8QfmXD34n6lcrn8PgOkUZjDwrjwymji/jz0e111Ra6B/UivrcV0sLbbScf0mitQc8XniclMFgtl30hn3NF2Qt7LH4gyDc3d0sLEZ+tx15d1ey9+qJIAG1Die/WYW9qG9EwTveEqdwa6hICRABuI6b5PUPVv7bTmRhJWoxhbWDwsZp0QtyfXwEHGZLGgTbd3ufzcktG05MfgDgG3dfi1uIrO5AjsZyZrCM2Pz2T04Ys3H2Vp1tCm3dHh4eA3mKOjKXxmDFOet3R4Kr3JYkFrMZHyqwuGfySmGDhyBPY35aZukoX2hJtPaNSm3YH+381oceMwjxxJ26P3YQ4PBzxPH7CvzusQXrjeWPPyAQmv6EAC7GfK5WL8fx3AdPC4d5l+ughtWRt6VTWmhPHc98PDlH95aE/ELvxDAhwgemWV5/m1RWc5tXwqY864OLduTq8+w2QNwWSRq6DhTAIcBNynChm59xT2X1b7/J6mz2cwal8EZS+l+7EyEewkwEHC3dyMfqbY5+1bxpg5cmQyyVvlmng4k/OvQDKZMIeG4m5t7fX93JjNB4kxmXDJfeBhTY7AAaLFjcN851Ss70d1ed/XJxLeYU8CPAgsyRNx/DgDy/h4wNP41PpmGOarzehLoWFGNNcW37yWNY8c2fdQi2FFAjwI1JU6Jv1PO65L1wfem03MjC6n8mEbrksVRJysYVTBzalh3HdPJvmNsoA/ME0EP7kGHgR6QwPa/zuC+1OpVM0awfhXD1Gw3E5czTlc0KHxyjV/FmHnqjm/bAJ6Rd8H/YvhwecjsNls5siRI7z99tsAJCcnk5ubi8PhICcnB6vVCkBISAg5OTk4HA5yc3NJSkryT+UGZHK50VoUyq3QPzqDq6Ky43prCM6n22i3jenXjB1i+PA5wF/96lcpKCjw/rx+/Xo2bNiA3W6ntraWFStWALBixQpqa2ux2+1s2LCB9evXD3zVBmU6eJzYnx687cBz1d5G8rICTH87NriFCcPyKcA2m43HH3+c119/3bts/vz5bN++HYDs7GwWL14MwKJFi8jOzgZg+/btPPTQQwNc8tBhsoZgSZ6IyRriXWYeORJLgi2AVQkj8SnAr7zyCi+99BJut2fOg5iYGOrq6tB1z5GkvLwcm83zS2ez2SgrKwNA13Xq6+uJiYnp9JkrV64kPz+f/Px8ImMjBuTLGI3Znoz6pQuzPdm7zHXXJAp/OE66SAqf9Bjgxx9/nKqqKo4cOTKgO968eTNpaWmkpaVRXz20n19zO3rhWfhcE6r05owSpr8dY3LmiU6jkYToSo9/5ufNm8dnP/tZHnvsMcLCwoiIiGDjxo1ERUWhaRq6rpOQkIDT6fkldDqdJCYm4nQ60TSNyMhIampq/P5FjEibPpmIn1dT2RzFiGUj0auv94UehpOzib7p8Qi8du1aEhMTSUlJYenSpezbt48vfOEL7N+/nyVLlgCQmZnJzp07Adi1axeZmZkALFmyhH379vmxfGPTC4pp+AcLI5Y1o1++HOhyhAH1uSPHmjVreOGFF3A4HMTExLBlyxYAtmzZQkxMDA6HgxdeeIGsrKwBK3bIcevolVWeI690ixR9YAKfZzT1mzP5xTyTPjyDfnnVHMJq3Yz6fd5tt3Hfn0rDxDCifpMrQR+GXju0jqlpk7tcJ10pAyy0XhHS0P01b/Fyjar72zGFhHS7nRh+5F5FgI3+XS7mkSOpyZzD2INV6EVnMY8ejbup2duYNfUrJzFpmmfY4XUmi0VaqoUcgYOBOTqKz7/4AYX/GokWN46y7Ilo9hQsyRPRoiJpeehuLjw/07t98z9kULM8LXAFi6AhR+Ag4Lp4iT8/kMi09mL0xkYmfrEF/WoT57+bTlSRjejfHmbin63eR4eMuNRCeKkr8I0XIuAkwMFAKVRbO+raNc9Edw2eji3J3/I0Wik8/aRvMB08LuEVgJxCBwVzeDiFP55C2/yZHVdIi7PogRyBg4C7qYlpzxSg2trkyCp6RY7AQcLd3NypVdkUGuodqXTriCUhbpAAB7GqL92L4z/uxXz3NM7890zMYWGBLkkEGTmFDmLxOYWMS54AReexZ0/F3dIS6JJEkJEABzG9thZqa1HQ4dlKQtwgp9BCGJgEWAgDkwALYWASYCEMTAIshIFJgIUwMAmwEAYmARbCwCTAQhiYBFgIA5MAC2FgEmAhDEwCLISBSYCFMDAJsBAGJgEWwsAkwEIYmARYCAOTAAthYBJgIQxMAiyEgUmAhTAwnwJcUlLCiRMnOHr0KPn5+QBER0eze/duioqK2L17N1FRUd7tN27ciMPh4Pjx46SmpvqlcCFEL47ADz74IKmpqaSleZ5Lm5WVxd69e5kyZQp79+4lKysLgIULF2K327Hb7axatYpNmzb5p3IhRN9PoRctWkR2djYA2dnZLF682Lv8jTfeACAvL4+oqCji4+P7X6kQohOfAqyUYvfu3Xz44YesXLkSgLi4OCoqKgCoqKggLi4OAJvNRllZmfe95eXl2Gy2ga5bCIGPj1b55Cc/ycWLF4mNjWXPnj0UFhZ22kb18lm2K1euZNWqVQBExkb06r1CCA+fjsAXL14EoLq6mrfeeov09HQqKyu9p8bx8fFUVVUB4HQ6SUxM9L43ISEBp9PZ6TM3b95MWloaaWlp1Fc39PuLCDEc9RjgkSNHMmrUKO+///3f/z2nTp1i165dZGZmApCZmcnOnTsB2LVrF8uXLwcgIyOD+vp676m2EGJg9XgKHRcXx1tvveXZ2GJh69atvP/+++Tn57Nt2zZWrFhBaWkpTzzxBADvvPMOjz32GMXFxTQ3N/PUU0/59xsIMYyZgN5dvPpBQ0MDZ86cCXQZPhk7diyXL18OdBk+MUqtRqkTAlNrUlIS48aNu+16FehXfn5+wGuQWqVOI9YqXSmFMDAJsBAGFhQB/vnPfx7oEnwmtQ48o9QJwVdrUDRiCSH6JiiOwEKIvgl4gB999FEKCwtxOBysWbMm0OWwZcsWKisrOXnypHdZMA6dTEhIYN++fXz00UecOnWK5557LmhrDQ0NJS8vj2PHjnHq1ClefvllAJKTk8nNzcXhcJCTk4PVagUgJCSEnJwcHA4Hubm5JCUlDVqtAGazmSNHjvD2228HdZ03BK4J3GxWxcXFKiUlRVmtVnXs2DE1ffr0gDbLf+pTn1Kpqanq5MmT3mXr169Xa9asUYBas2aNWrdunQLUwoUL1TvvvKMAlZGRoXJzcwetzvj4eJWamqoANWrUKHXmzBk1ffr0oKwVUOHh4QpQFotF5ebmqoyMDPW73/1OPfnkkwpQmzZtUk8//bQC1Je//GW1adMmBagnn3xS5eTkDGqtX/va19Sbb76p3n77bQUEbZ3XX4O+Q+9r9uzZ6r333vP+nJWVpbKysgJWz41XUlJShwAXFhaq+Ph4BZ7gFBYWKkD99Kc/VUuXLu1yu8F+/eEPf1APP/xw0Nc6YsQIdfjwYZWenq6qq6uVpmmdfhfee+89NXv2bAUoTdNUdXX1oNVns9nUBx98oB588EFvgIOxzhuvgJ5CG2XoYbAPnUxKSiI1NZW8vLygrdVsNnP06FGqqqrYs2cPZ8+epa6uDl3XO9Vza626rlNfX09MTMyg1PnKK6/w0ksv4Xa7AYiJiQnKOm8I+DWwEfV26KQ/hYeHs2PHDp5//nkaGxs7rQ+WWt1uN6mpqSQkJJCens60adMCXVInjz/+OFVVVRw5ciTQpfgsoAH2dehhoPV36KS/WCwWduzYwZtvvukdcBKstd5QX1/P/v37mTNnDlFRUWia1qmeW2vVNI3IyEhqamr8Xtu8efP47Gc/S0lJCTk5OcyfP5+NGzcGXZ23CmiA8/PzsdvtJCcnY7VaWbp0Kbt27QpkSV0K1qGTW7ZsoaCggA0bNgR1rWPHjiUyMhKAsLAwHnnkEQoKCti/fz9LlizpstYb32HJkiXs27dvUOpcu3YtiYmJpKSksHTpUvbt28cXvvCFoKvz4wb9wvvW18KFC9WZM2dUcXGxWrt2bUBrAdTWrVvVxYsXVVtbmyorK1Nf+tKX1JgxY9QHH3ygioqK1J49e1R0dLR3+1dffVUVFxerEydOqFmzZg1anfPmzVNKKXX8+HF19OhRdfToUbVw4cKgrPWuu+5SR44cUcePH1cnT55U3/rWtxSgUlJSVF5ennI4HGrbtm0qJCREASo0NFRt27ZNORwOlZeXp1JSUgb99+D+++/3NmIFc53SE0sIA5NGLCEMTAIshIFJgIUwMAmwEAYmARbCwCTAQhiYBFgIA5MAC2Fg/x99TuWt+QnpdwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(mask_cv)"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [],
"source": [
"contours, hierarchy = cv2.findContours(mask_cv, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)\n"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"166"
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(contours)"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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