{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
ESF projekt Západočeské univerzity v Plzni reg. č. CZ.02.2.69/0.0/0.0/16 015/0002287
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Intensity and Geometric Transformations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Předzpracování\n", "\n", "Nejvíce informace je vždy pbsaženo v původním obraze!\n", "\n", "-Cíl - potlačení zkreslení\n", " - zvýraznění rysů obrazů, které jsou pro nás důležité (využití apriorní informace)\n", " \n", "Dělení metod podle velikosti okolí bodu\n", "\n", "-Bodové jasové transformace\n", "\n", "-Geometrické transformace\n", "\n", "-Lokální operace (filtrace, průměrování, ostření)\n", "\n", "-Frekvenční analýza" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "Histogram\n", "-funkce jasu\n", "-vyjadřuje četnost bodů s daným jasem\n", "Dělení\n", "-absolutní\n", "-relativní\n", "- kumulativní\n", "Využití\n", "-analýza obrazu\n", "-segmentace\n", "-jasové korekce" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import scipy\n", "import scipy.misc\n", "import numpy as np\n", "import urllib\n", "import skimage\n", "import skimage.color\n", "import skimage.io\n", "import skimage.transform\n", "import matplotlib.pyplot as plt\n", "#import cStringIO" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "filename = 'Lenna.png'\n", "img = skimage.io.imread(filename)\n", "plt.imshow(img)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "imggray = skimage.color.rgb2gray(img)*255\n", "plt.imshow(imggray, cmap='gray')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#histogram, a = count, b = values, c = bins\n", "_,b,c = plt.hist(imggray.ravel(), 256)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#histogram - skimage\n", "hist_ski, bins = skimage.exposure.histogram(imggray.ravel(), 256)\n", "plt.plot(bins, hist_ski)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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w9xNWTYvhCzlpAPzuw5OerJ5b/f6jU6x58B26PDR4WTrEblsDWZEVS6e9p2+TlqEU923leHYACPT3I65f//6Dn13IL29cwszEcOYlR/R9iUeHBDhVJ3B0UWXFh2kAUGM2ojEAEckElgA7gERjTBk4ggSQYB2WAhT1e1ixVTZY+aT2bn4VYUH+TAmwcbyqhaXp0YQHB5AWE8KGxcn8accZaj2cg95d3sgro7yxncOljcMfPA6G2m93IPHhji9uZxaFFTv53PNTIlk7byoA1y1xfPyjQwKGHJQeyDRdC6BcwOlPnYiEAS8BdxpjhvofPFCKQjNE+bmvc5uI5IpIblVVlbPV81rv51eyZkYsyzIcvV0XZcf13ffVC7No67Lz1pEKT1XPbZo7uvv6u3edqvVIHUrq2xCBxIjzd9saSJzVL+9cAHAs9nI2uABcuygZP8HpVcD9ZcaGUlLfpvsDqzFxKgCISACOL/9njDEvW8UVVtcO1u9Kq7wYSOv38FSgdIjysxhjHjXG5BhjcuLj40dyLl6nqb2L0oZ2lqRHsyLLsSjown4BYM7UCCKnBLDXBwaDd56sobvHYPMTjwaAxPBgAv2du+6Js1oAVU5k3iyua2NKgG1EX+YJEcFcvSBp2Pw/A+ndM7jMml2m1GgMux+AOFIlPg4cMcb8ot9dm4BbgQet36/2K79DRJ7DMeDbYIwpE5E3gf/qN/C7FrjbNafhnSoaHf85kyKDuSg7npjQQBanRfXd7+cnLE2PIvfU5A8A2wpqCPL348q5iXxyvMYj+exL69tIjnLu6h8gPMifQH8/qpuH76IrrmslNXrKiM/pVzcuYTRvQ3Kk4zzKGtr6ZgUpNVLOXAqtAW4GLhORfdbPehxf/FeKSAFwpfU3wGbgBFAIPAZ8E8AYUws8AOyyfn5slU1apfW9AWAKMaGB/OOqjPO+IJZlRFNQ2UxD6/AzTSayj49XszwzhgtnxFHT0umROewl9W2kRA++AvhcIkJ8WBDVVgsgv7yJ375/vO/+V/eVcN+reYCjBTCS7p9efn4yqkCYZA1kl9VrC0CN3rAtAGPMNgbuvwe4fIDjDXD7IM/1BPDESCo4kfUu/kqKHPyqc1mGo2toT1Edl85KGPS4iaylo5tjFU1cNW8qq6fHAvD2kQqmOzEf31V6egxl9e2sm+98CwAc3UBV1hjAox+c4KU9xXx2aSrx4UH8+p1CCiqb+eLKDIpqW1ma7r5ZzVMj/t4CUGq0dCXwOOrtn02IGHyO96K0SGsv2snbDXSwpIEeA4vTosiIDWVxWhQv7ylxax2qmzvotPeQ6uQU0F7xYYFUN3dijGH7CUcajyNljRyraKLASiz37ef20tjefVb33nibEmgjOiRAxwDUmGgAGEfljW3EhQUS5G8b9JiQQH/mJkVM6rQQ+4scs38WWV+Q1y1J4Wh5E0fK3DMd9JW9JXz/zwcASB5hAIgLC6KqqYMzta19uXeOlDXy+oEyRGBlVgxHy5tYmBrJxiXundWcFDlFA4AaEw0A46isoZ2pQ3T/9FqWEc2+ovpJm91xX1E96TEhfTNkrlmYhL+f8NQnY995yxnP7yri/WOOKcUpI+ynjwsLoralgw8LHPl7gvz9OFzWyF8PlLIyK4bvXjmTsCB/HtgwH5ufewe1kyKDNaOsGhMNAOOovKGdqRHDf+EszYimtdPet43gZLO/qP6s7pHYsCBuXp3BszvP8MGx8V/rcaa2lRVZMfx4wzxmJYYP/4B+4sOD6DGw+WAZCeFBXDgjjq2HKzhe1cJ1S1JYOS2Wg/ev7WvduFNSVDDljdoCUKOnAWAclTW0DzkA3Kt3kdhk7AaqauqgtKGdhamRZ5X/YN1sshPCuOeVg/SMY36gLnsPZQ1trMyK4ZbVmSOecdObxuHj4zVcOiuBuckRtHbaCQ20cc3CZAC3T2ftlRQ5hfrWLto6dTGYGh0NAOOktbObhrYukpyYd54SNYWkyOBJGQDyrVbN3HMWOwUH2PjGJdMpqm1jb9H4nXdpfRs9BtKG2ABmKHH9snTeckFG36KtaxcnExo07CS6cdV7cVGqM4HUKGkAGCfOTAHtb2lGNLmnake0AclEkF/hCAAzp57f9XLl3EQC/f14/cDIdt4aiaJax5fjuVk6ndW7GnjVtBjmJUeyalosyzOj+cqaLJfVcbSSIh3di+U6EKxGSQPAOCmykoM5m3dmZVYMpQ3tfV9Yk0VBRRMxoYFnZcTsFR4cwCUz49l8sGzcuoF6N2RPjx1dAEiLDuHimfF8b+0swJG358WvX0D2CMcSxsO0eMcK4IMlDR6uiZqoNACMkzcOlhESaGNhqnODgxdYC6Q+OVE9ntVyu/yKJmYmDr7ga8PiFCoaO3ik3wpbVyqqayXAJn0Lp0Yq0N+Pp76yom+Dd2+SGBHM3KQI3jo8+ZMJqvGhAWActHZ28/qBMtYvSCLMyX7i6fFhxIcH8cnxmuEPniCMMRRWNDNziKvl9QumsmFxMv/9Zj7v5lcOetxoFdW2khw1xe1TNN3lyrmJ7D5T51TGUqXOpQFgHGzJK6e5o5vPL0t1+jEiwqppsXxsJUqbDMoa2mnq6B4yAIgIP/vcQhIjgnh+Z9Ggx41WUW1r3768k9GVcxMxBt456vrgqSY/DQDjYFthNXFhQX0poJ21eloslU0drH3oA3acmPgtgb4B4GH6y4P8bVw2O5FthdV0drt2MVxRXdt5u3RNJvOSI0iMCGJbweTqOlTuoQFgHBTXtTEtLnTE88OvXZzMv1yezemaVrZOgn7dgr4AMHzSt8tmJ9Dc0e3SvQKaO7qpbemc1C0AEWF+ciTHKibnIkI1vjQAjIOSUaYGDgvy57tXziQ1enLkeMkvbyYhPIiokOE3SVkzI5ZAfz+XdmUUWTOA0mJG/m8xkWQnhnO8qtljey2riUsDgIv1rjwdTQDoNTUyeFIs7imobBq2+6dXSKA/F2fH8creEpo7ul3y+n1TQCdxCwAcLawuu+F0je4RrEZGA4CLlTe002MYU79zUuSUCb/RR0+PoWCYGUDnuuOybGpaOnnURVNC+1oAk3gMAP4+xnKsotnDNVETjQYAF+v90hlLCyA5KpjKpvYJnR20uK6Nti67U/3/vRanRXHNwiQe+/AkLS5oBRTXtREe5E9USMCYn8ubTY8PQwQdB1AjpgHAxYqtFcCjzT0DjhZAj4EKJzYj91ZDpYAYynVLUmjrsrtkr4Azta2kxoR4LFmbu0wJtJEeE0KBtgDUCGkAcLHiulb8BKf2ARhMb/6g8gk8DtB7NZqdMLJtH+cmO5KtHXZBAHCsAZjcA8C9shPC+4KuUs7SAOBixXVtJEVOIcA2+re2N4No6QQeB8gvbyIlagrhwSPrfpkaEUx0SMCYWwDGGIrqWid9/3+vxWmRHK9q7tu1TClnDPstJSJPiEiliOT1K7tfREpEZJ/1s77ffXeLSKGI5IvIVf3K11llhSJyl+tPxTsU17WNeNepc/VmeZyoG37bewzbCqtZmjHyTdJFhDlJERwuHX0A2LS/lJsf30l7V8+ok8BNNNcuSsEYx/aXSjnLmcvUPwDrBih/yBiz2PrZDCAic4EbgXnWYx4WEZuI2IDfAFcDc4GbrGMnnaK61jENAANEBPsTGmibsC2AXadqqW3pZN28qaN6/NykCI6WN41qELy9y84Drx9mW6FjZayvtADSY0NYkRnDy3uKJ00qETX+hg0AxpgPAGeXZ24AnjPGdBhjTgKFwArrp9AYc8IY0wk8Zx07qXR291De2D7m1AMiQlLUlAnbAtiSV06gvx+XzIof1ePnJkfQ0d3DyeqRz2t/IbeIqqYOHrphEXdfPZs1M+JGVYeJ6LqlKRyvauFImY4FKOeMZQzgDhE5YHUR9bb1U4D+Gb2KrbLByieVsoY2jIG0MbYAwLFL2OmaVhfUyr2MMWw9XMHF2fGj3jFrXrJj+8gteeUjfu3ffXiSnIxoNi5O4Wufmk6gv+8Mc/VuLVpYpbOBlHNG+7/jEWA6sBgoA35ulQ80384MUX4eEblNRHJFJLeqavw3DHel3imgrkg+tiwjmqPlTdS1dI75udyptqWTkvo2Vk0bff78mYlhrJs3lYfeOsb7I9g0/lBpI2dqW/lCTtqkn/o5kN7urjO6Ilg5aVQBwBhTYYyxG2N6gMdwdPGA48o+rd+hqUDpEOUDPfejxpgcY0xOfPzouhA8xRWLwHr1bhCz4+TEygp62noPMmNDR/0cIsIvblhERmwov36nwOnHvXmoHD+BK+Ymjvq1J7IpgTbiw4P6UmAoNZxRBQARSer353VA7wyhTcCNIhIkIllANrAT2AVki0iWiATiGCjeNPpqe6fiujZsfuL0PsBDWZgaRUigjY8n2AYxZ6xuq4wxzr4JCfRn3fyp7D1T7/Sq4C155azIiiEmdPjkc5NVekyIBgDlNGemgT4LfALMEpFiEfkq8DMROSgiB4BLge8AGGMOAS8Ah4EtwO1WS6EbuAN4EzgCvGAdO6kU17UyNSIY/zGsAegV6O/H8syYCRcAesctxrISutea6XF09xh2OpEien9RPQWVzaOeeTRZZMSE9AVhpYbjzCygm4wxScaYAGNMqjHmcWPMzcaYBcaYhcaYa40xZf2O/4kxZroxZpYx5o1+5ZuNMTOt+34yXifkScV1bS5NPbx6eiyFlc0Taru/07UtTI0IJjjANubnysmMJtDfj4/O2eyktbObNw6WYbc2kjfG8NM3jhAbGsj1I9iFbTJKiwmhrLGdjm67p6uiJgDfmSLhBsUu3n1qabpjVsf+onqXPed4O1PTOubun17BATZyMqJ5ZscZ5ty7hYPFDQD8+LXDfOOZPfzw5YMYY3jnaCXbT9Ty7SuyR7zyeLJJjwnBGMeeFEoNZ3Tz9NR5OrrtVDS1u2QAuNf8lAhsfsL+onounzMxBjZP17Zy6Sjn/w/k8zmp1DR3cqqmhWd3naGpI4nndhUxKzGc53OLiAsP5M1DFUyLC+WmFekue92Jqjf4nq5tZVr8yPIwKd+jAcBFSuvbMcYxf99VQgL9mZkYzj7rytfbtXR0U9XUQcYYZgCd67olqVy3JJVvPbuXzQfL+LiwmozYEF65fQ0/ejWP37zr2DvgtzcvG1P+pcmid/ObIh0IVk7Q/zEuUm5t4ZjswgAAjiRf+4vqJ8Ty/vHcgWvj4mTqW7s4VdPKf123gCmBNh7YOJ8VWTFcMiuetT469fNc8eFBRIUEsPVwxYT4zCjP0gDgIpVNjgCQEB7k0uddlBpFQ1vXhFgVvOdMHQAzRpgC2hkXz4wnOTKYm1ak9aV3CA6w8fxtq3ji1uU+ufBrICLCv1yWzYcF1Ww9XOHp6igvpwHARSobHTN1EiLGvgagv0VpUcDfv1y9lTGGpz85zZykCGaPcBMYZwTY/HjnXy/hJxsXnFUuIvj56Zd/fzevziA7IYxfbD3m6aooL6cBwEUqm9oJ8vcjIti1wyozE8OJDgngo0LvXg+w61QdR8ubuHV1xrhdjQcH2PTL3gkBNj9uWJ7G0fImHQtQQ9IA4CKVTR0kRAS5/MvP5idcMCOObYVVXt2n+/KeYsKD/NmweNLl+JuQLpudAMB7+ZUeronyZhoAXKSysYOEcNd2//S6ODuOisYOCiq9N8vj7tN1LM+KYUrg2BeAqbHLigslIzaEd45qAFCD0wDgIhVN7SRGuHYAuNeF2Y559R+esyLWWzS0dVFQ2cwSa7xCeZ6IcOmsBD4+XkPtBMsoq9xHA4CLVI1jCyAlagrT4kP5sMA702P3rlRekj7yLSDV+PncslQMcPPjO2ho6/J0dZQX0gDgAm2ddpo6uol38RTQ/i6aEceOE7VemeNl75l6RGBRWqSnq6L6mZ8SyW9vXsah0kb+uP20p6ujvJAGABcYrzUA/V2UHU9bl509p70vL9CeM3XMTAj3+Tw83ujSWQnMnhrOJxMsq6xyDw0ALlBhrQFIdPEagP5WTY/F30+8rhvoUGkDn5yoYUXW6HcAU+Nr1bRYck+f33q09xh+9XYBax58R1NI+ygNAC7Q1wIYp0FggLAgf5akR7Gt0HsGgts67XzrT3uJmhLAt6/I9nR11CBWT4+lvauHfWej3Sm5AAAYZklEQVTqKaptZe6PtrDrVC3/+9Yxfr71GCX1bbx+cMAN+tQkpwHABfpWAY/TIHCv1dNiOVjSQHuXd4wDvLSnmBPVLfz8C4uICxu/4KfGZlVWLCLwyYka3jtWRWunnbeOVPD2kUpWTYthfkoEbx/R6aK+SLOBukBZQxtB/n5Eh4xvH/jMqeEYA8ermpmX7LkB18c+OEFzRzdb8sqZnxLBhVZuHuWdIkMCmJ8cybv5VaRZ6crfOVJJYVUzd14+E4Ph/94uoLq5QwO5j9EWgAs4NoKZMu4JybITHDl2Cj24IMwYw8PvFfJ/bxeQX9HELaszNRHbBHDtomT2F9XzrrUwrKCyGWNgeVY0V8xJxBhHUFC+RQOAC7h6J7DBZMaF4CeeDQCna1qpa+1iSXoUi9KiuHZRssfqopy3YUkyNj+hpdPelzo7wCYsSYtmXnIE0+JDeeKjk/RY22x6SzejGl8aAFyguK7VpTuBDSbI30ZmbCgFFZ4LAPusRV8/2biAV29f45K9f9X4SwgP5lMzHSvKv3npDERgQUokUwJtiAjfumwGR8ubuPP5faz6r7eZfe8WNh8sG+ZZ1UQ3bAAQkSdEpFJE8vqVxYjIVhEpsH5HW+UiIr8UkUIROSAiS/s95lbr+AIRuXV8Tsf9mju6qWvtcksLABy59gurPBsApgTYmJmo2w1ONN+5YiZfu3gai1Ij+cqaLG69ILPvvs8sTGZaXCib9pcyOymcyCkBvDVB9hMwxnDz4zvYtF9nMo2UM4PAfwB+DTzVr+wu4G1jzIMicpf19w+Aq4Fs62cl8AiwUkRigPuAHMAAu0VkkzHGu5PcO6G4zjF/Oi1m/FsA4AgA7xytpMve45EtEPcW1bMgNRJ/3X5xwlmQGsmCVMfkgXuvmXvWff42P5740nJqWztZmh7N7X/aw8fHazDGeP0YT3FdW1+eLO2SHJlh/xcbYz4Aas8p3gA8ad1+EtjYr/wp47AdiBKRJOAqYKsxptb60t8KrHPFCXhacW0bgNtaANmJYXT3GE7XtLjl9fprau/icGmDJn2bpDLjQllq5XNaPS2W8sZ2Tk2ABWKHSh17Zu88WatjFyM02su4RGNMGYD1O8EqTwGK+h1XbJUNVj7h9bYA3DEGALAw1fHl+9KeEre8Xn//tfkI9h7D+gVJbn9t5V6rp8cCTIgUEnkljQB0dPew5/SE71RwK1e34wdqK5ohys9/ApHbRCRXRHKrqrwr7cFAiuvamBJgIzY00C2vNz0+jM8uSeHxD09ywo1jAa/sLeHZnUX888XT+rapVJPXtLhQEiOC+Oi496w8H0xeaQPpMSH4+wkP/PUIn/nVNmqaOzxdrQlhtAGgwurawfrdO4G4GEjrd1wqUDpE+XmMMY8aY3KMMTnx8fGjrJ77uGsNQH//tm42/jbhyoc+4J6/HHTJc7Z2dvPb949T39pJTXNHX7P6f986xtef3s13XtjHiqwYvnPFTJe8nvJuIsLF2fF8eKyKLnuPp6szpLySRpZnxrA0PZojZY0cLGng9x+d8nS1JoTRBoBNQO9MnluBV/uV32LNBloFNFhdRG8Ca0Uk2poxtNYqm/AKKpvIiHVP/3+vqZHBbLrjQq5ZmMQzO870fVk74+H3Crn75bODRk+P4Xsv7OenbxzlsQ9PcM9f8vjswx/zYUEV//tWAfuK6tm4OIUnv7xCp336kMvnJNDY3s1uL+5WqWxsp7q5g/kpETx4/QKev20V6xdM5clPTrH5YJkmuRvGsLOARORZ4BIgTkSKcczmeRB4QUS+CpwBPm8dvhlYDxQCrcCXAYwxtSLyALDLOu7HxphzB5YnnNqWTo5XtXD9slS3v/aMhDB+fO18/naogic/PsXPPrdo2MdUN3fwf28VYO8x3HvNHP7w8SlezC3mVE0LxkBsaCDP7iyivrWTHgPfenYvQf5+vHnnxUSOc5oL5X0uzI4n0ObH20cqWDUt1tPVGdB7+Y5u4oWpkUyLD2NafBihQf5sPljON5/Zw4rMGF74+moP19J7DRsAjDE3DXLX5QMca4DbB3meJ4AnRlQ7L5d7yhHDlmd6JhVyZEgAn12awou7i7nr6jnEDDMO8cS2k3R0O5rzz+4s4mdb8snJiOaahUlMjw8jOMDG1/+4GxGYPTWco+VNXLckRb/8fVRYkD8rp8Xw9pFK7vn03OEfMAp5JQ28e7SSVdNjR/z/qMvew6/eLWBBSmTf7CVwbISz6Y41PPnxaTbtL6Gt0657VQ9CJ3OPQe7pOgJtfixI8Vxitn9YmUFndw9/PTD0IpiObjtPbz/dl7jt1+8UIAL/383L+N7aWWxcksLlcxJICA/i8tmJ3L1+Dn4C/7gq3R2nobzUp2bGc6K6hYrGdpc/96HSBq799TZ+vvUY976SN/wDzvHS7mKKatv47pUzzxuDW5gaxacXTqXLbth7xnu7sDxNA8AY7DpVy6K0SI/2i89JCmdmYhiv7Ds/ABhjcDTKHNP5mtq7+cqFmcxKDKeutYtl6dFnZX8MsPnx6h1r+MUNi/jUzHj23ruWZRm60YsvW5bhuLIej+mVf9pxhkB/P+68Ipuj5U18VFjNw+8V0tLRPexjjTE8vu0k81MiuGTWwJNFcjJj8BPYfnLC9zaPGw0Ao9TeZSevpIEcD3X/9BIRNixOYffpOq5/5GO+/+L+vvp95tfbWPQff+Nfnt3LXw+UERpo44LpcSzLdPynvtJKCtZfUuQUIqytHbXrR81LjiTQ3489Lr6Kbu3s5tV9paxfkMSXLsgkwCZ8+fe7+NmWfKf2L/7keA0Flc186YKsQWfgRQQHMDc5gh0nvH8tg6doABilk9UtdNkNc5MiPF0VNixOxk9g75k6XtxdzImqZv77zXzyShq5MDuOTftLeXF3MZfMSiA4wManZsYTYBOumjfV01VXXi7Q34+FKZHsOePavahf2FVEc0c3Ny5PJyokkMtnJ9Jp72FqRDBPbz+NvcfRdXPFL97n4fcKz1rh23v1Hx0SwDULh16UuCorlr1n6vsWbKqzaQAYpVPVjlQMWXGhHq6JIw3Fpjsu5G/fuZgAm3D7n/by+LaT3LI6g4f/YRk3r8oAYO08xxX/2rmJ7LrnCjK9oO7K+y3NiOZgccN5ewqP1tHyRn76xlEunBHHcqs1+uON83j6qyv492vmUFzXxnv5lfzZupj52ZZ8vv7H3X3rEX734UnePlrJP100bdju11ut1sW//flAX6pr9Xe6I9gonbRy8XjLl+h8ayD6moXJ/GVvCVfOTeSH6+cA8O/XzCEnM5pPWykcRISoEPesXFYT39L0KB79oIc9p+v7UkSMxX2vHiI8OICHbljc132TEB5MQngwXfYeEsKDeOqT0xRWNnP5nEQum53A3S8f5KZHtxMXFsSWQ+WsXzCVb3xq+rCvlRYTwg8/PYd7/pLHh4XVfSmxlYO2AEbpVHULcWFBhAV5Vwy9++rZPLBxPg//w9K+q6MgfxsbFqdoBk81KmtmxBEXFsiDW45iH+NVdGVTOztP1XLzqgziw8/ffjLA5scXV6bz/rEqSurbuHRWAjetSOeBjfOpau7gg4Iq7rh0Br/4wmL8/Jxbfd974VNQ0TSmuk9G3vXtNYGcqm4lK869K4CdkRAR3Nflo5QrhAcH8O+fnsudz+/j+V1FfHHl6KcGbz1cgTFw1fzzJyD0+uKKdH79TiHdPaZvhs/NqzL4x5XpGIPTX/y9okICiZwSwCkPZND1dnpJOEona1rIjPWO7h+lxtuGxcksTI3kmR3Dz9AZypa8cjJjQ5iVGD7oMQkRwVy3JIWl6VEkR/09y66IjPjLv1dGbAinNS3EeTQAjEJzRzdVTR1e0/+v1HjrnW58qLSR46PMQrv9RA2fHK/hqvlTh02e+OD1C3nx6xeM6nUGkhEbqgFgABoARsGbZgAp5S7XLExCBF4bxdaLJ6qa+acnc8mMC+XrFw8/eGvzE2yjvNofSGZsCMV1rXR2e3dmU3fTADAKvVcS7s4CqpQnJUYEszIrhtf2l/atMHfWkx+fotPew1NfWUG0m/bO6C8jNpQeAyX1bW5/bW+mAWAUiqxFJekxGgCUb/nMomSOV7VwpMz5GTUd3XZe3V/KVfOmntWn7069F2s6EHw2DQCjUFLXRkSwP+HBmipB+Zar5ydh8xNeGyb5YH9vH6mkvrWLz3kgbXqv3gCg+wOcTQPAKJTUt5Hipk3glfImMaGBXDgjjj/vLuamR7ezreD8LSNrWzrP2kTmz7uLmRoR3JeJ1hPiw4IICbRxslpbAP1pABiF4rpWt20Cr5S3uW5JClVNHXxyoobXB2gJ/M/f8rnht59Q19JJZWM77x+r4rNLU1w6qDtSIsLMxHCOlDV6rA7eSBeCjZAxhpK6Ni6Y7rmrGaU8acPiZLITw/jxa4fP+0I1xvB+fhXdPYa3jlRQ19qJvcd4tPun18LUSF7aXUxPjxn1eoLJRlsAI9TQ1kVLp11bAMpniQjzkiOZlxxJfkXTWekhjlc198202bS/lGd3FrEsI5pp8WGeqm6fBSmRtHTaOaHdQH00AIxQcZ3jw53iodkMSnmLOUnhtHf1cKqmhermDgDeP+YYE1g7N5EPC6o5VdPCHZfN8GQ1+yxIdSRMzCtp8HBNvId2AY1Q79VNirYAlI+bY+2F8f0X97PnTD3zkiOobu5genwo37x0Bu/mV3L31XO4dFaCh2vqMCM+jOAAPw4UN7BxSYqnq+MVxhQAROQU0ATYgW5jTI6IxADPA5nAKeALxpg6caz9/j9gPdAKfMkYs2csr+8JJdoCUAqAGQlh2PyEPWfqmZ8SQUigP1MCbHxxZTqL06LY96O1hHpRtlx/mx/zkiM5WOLazW0mMlf861xqjOk/F+wu4G1jzIMicpf19w+Aq4Fs62cl8Ij1e0IpqW8jOMCPGA+sZlTKmwQH2JgeH0pBZTM///xiZk09O8GbN33591qQEskLuUXYe4xHZyV5i/EYA9gAPGndfhLY2K/8KeOwHYgSkaH3c/NC+eVNZMSEDpvMSilf8OU1WfzbVbPP+/L3VgtSImnttHNilAntJpuxBgAD/E1EdovIbVZZojGmDMD63dsBmAIU9XtssVU2YdQ0O+Y+XzbHO/o0lfK0m1ak841Lhk/u5i0WWgPBB3UgGBh7AFhjjFmKo3vndhG5eIhjB7pkPi+jlIjcJiK5IpJbVVU1xuq51ht55dh7DNcuSvZ0VZRSozAtPoyQQBsHijUAwBgDgDGm1PpdCfwFWAFU9HbtWL8rrcOLgbR+D08FzltGaIx51BiTY4zJiY/3rv07N+0vZUZCGLMnSHNXKXU2m58wLzlCWwCWUQcAEQkVkfDe28BaIA/YBNxqHXYr8Kp1exNwizisAhp6u4omgvYuO7mnarlqXqL2/ys1gS1IieJwaSPddt0bYCwtgERgm4jsB3YCfzXGbAEeBK4UkQLgSutvgM3ACaAQeAz45hhe2+0KKprpMTAvOdLTVVFKjcHC1EjauuzsOlU3/MGT3KjnaRljTgCLBiivAS4foNwAt4/29Twtv8KR/3yizHZQSg3sirmJJEcGc9+mPF7/1kUE+vtuQgTfPfMRyi9vJMjfTzeCV2qCCwvy5z+vm8+ximae3j62Te4nOg0ATjpa3kR2YpguHlFqErhsdiKLUiPZtK/E01XxKA0ATsovb2Jmonb/KDVZXL0gif3FDRTV+u4uYRoAnFDX0kllU4dO/1RqErl6/lQAtuSVe7gmnqMBwAm9c4ZnTY3wcE2UUq6SERvKvOQIns8torPbN6eEagBwwl8PlBESaGN5ZrSnq6KUcqHvXDGTwspmfvVOgaer4hEaAIbR0W1nc14Z6+ZNJSTQ+7IbKqVG74q5iVy/NJWH3ztOcZ3vjQVoABjGu0eraGrvZoNuIKHUpPSdK7PpMYYXc4s9XRW30wAwjL8dKicmNJA102M9XRWl1DhIjQ7hwhlx/Hl38Vn7G/sCDQBDMMawrbCaC6bH4m/Tt0qpyeoLOWmU1Lfx3Rf2UWCt+vcF+q02hMLKZiqbOrhwRpynq6KUGkdr5znGAt46XME3n9mDI3PN5KcBYAgfFTp2ulyjAUCpSS3I38bPv7CI+z4zj4LKZp9JFKcBYAgfHa8hPSaEtJgQT1dFKeUG1yxKIjzYnye2naSxvcvT1Rl3GgAGkV/exLtHK7lstm7/qJSvCAn058blaWw5VM7SH2/lhdyi4R80genE9gH09Bju+ctBwoP9+ZfLsz1dHaWUG/1g3WwumB7H77ad4AcvHSAi2J9185M8Xa1xoS2AAfxu2wlyT9fxw/VziAkN9HR1lFJu5G/z49LZCfzuluXMS47g/k2Hae+ye7pa40IDwDkOlTbw32/ms27eVD63LNXT1VFKeciUQBv3rJ9LeWM7T31yytPVGRcaAM7x2/dPEBLoz4PXL9C9f5Xycaunx/KpmfH8+p1Cqps7PF0dl9MA0E9DWxdvHipnw+JkokK060cpBfdeM4e2Ljs/3XzU01VxOQ0A/by2v5SO7h4+vyzN01VRSnmJGQnhfPXCaby0p5iLf/YuT28/Tc8kSRnh9gAgIutEJF9ECkXkLne//mDaOu08vu0ks6eGMz9F8/4rpf7uu1fO5IGN80mMCOLeV/JYcP+bXPmL96lsbPd01cbErQFARGzAb4CrgbnATSIy1511GEhHt53/eO0QJ6tbuPeaudr3r5Q6S6C/HzevyuCFr63mfz6/iOuXpXK6tpX7XztEY3sX3faJuaGMu9cBrAAKjTEnAETkOWADcNjN9cAYQ3FdG8/uPMMft5+msb2bf74oS9M+KKUGJSJ8blkqn1uWSmJEMP/9Zj6bD5aTFBnMP6xMJzMulMSIYIrrWvETYe3cqQQH+PVdVBpjvOoC090BIAXov7SuGFg51APm/WjLuFTEbgztXT2IOPYGvWF5Ohdn65e/Uso5t108jZ4eg80mvHOkkv/527HzjrH5CfYeQ6CVTbjT3oPNTwiwCbZxCAQ/+sxcblie7vTx4s6sdyLyeeAqY8w/WX/fDKwwxnyr3zG3AbdZf84C8oE4oNptFfVO+h7oe+Dr5w/6HoBz70GGMSZ+uCdydwugGOg/xSYVKO1/gDHmUeDR/mUikmuMyRn/6nkvfQ/0PfD18wd9D8C174G7ZwHtArJFJEtEAoEbgU1uroNSSinc3AIwxnSLyB3Am4ANeMIYc8iddVBKKeXg9mygxpjNwOYRPuzR4Q+Z9PQ90PfA188f9D0AF74Hbh0EVkop5T00FYRSSvkorw4A3po2YryJyCkROSgi+0Qk1yqLEZGtIlJg/Y72dD1dSUSeEJFKEcnrVzbgOYvDL63PxQERWeq5mrvOIO/B/SJSYn0W9onI+n733W29B/kicpVnau1aIpImIu+KyBEROSQi37bKfeKzMMT5j8/nwBjjlT84BomPA9OAQGA/MNfT9XLTuZ8C4s4p+xlwl3X7LuD/ebqeLj7ni4GlQN5w5wysB94ABFgF7PB0/cfxPbgf+NcBjp1r/Z8IArKs/ys2T5+DC96DJGCpdTscOGadq098FoY4/3H5HHhzC6AvbYQxphPoTRvhqzYAT1q3nwQ2erAuLmeM+QCoPad4sHPeADxlHLYDUSIy4ffsG+Q9GMwG4DljTIcx5iRQiOP/zIRmjCkzxuyxbjcBR3BkEPCJz8IQ5z+YMX0OvDkADJQ2Yqg3YjIxwN9EZLe1Mhog0RhTBo4PCeALu9UPds6+9tm4w+reeKJf19+kfw9EJBNYAuzABz8L55w/jMPnwJsDwECJMnxlytIaY8xSHFlTbxeRiz1dIS/jS5+NR4DpwGKgDPi5VT6p3wMRCQNeAu40xjQOdegAZRP+fRjg/Mflc+DNAWDYtBGTlTGm1PpdCfwFR5Ouordpa/2u9FwN3Wawc/aZz4YxpsIYYzfG9ACP8ffm/aR9D0QkAMeX3zPGmJetYp/5LAx0/uP1OfDmAOCTaSNEJFREwntvA2uBPBznfqt12K3Aq56poVsNds6bgFusGSCrgIbe7oHJ5pz+7OtwfBbA8R7cKCJBIpIFZAM73V0/VxNHruTHgSPGmF/0u8snPguDnf+4fQ48Peo9zIj4ehyj4MeBezxdHzed8zQco/r7gUO95w3EAm8DBdbvGE/X1cXn/SyOpm0Xjquarw52zjiavb+xPhcHgRxP138c34OnrXM8YP1nT+p3/D3We5APXO3p+rvoPbgQRxfGAWCf9bPeVz4LQ5z/uHwOdCWwUkr5KG/uAlJKKTWONAAopZSP0gCglFI+SgOAUkr5KA0ASinlozQAKKWUj9IAoJRSPkoDgFJK+aj/H7H8UvxjOsOlAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#histogram\n", "hist = np.zeros((256, 1))\n", "for i in range(imggray.shape[0]):\n", " for j in range(imggray.shape[1]):\n", " hist[int(imggray[i, j])] = hist[int(imggray[i, j])] + 1 \n", "x = np.arange(256)\n", "plt.axis([-1, 257, 0, np.max(hist) * 1.5])\n", "plt.plot(x, hist)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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2dJwxkDyWz6/PpKKpk/eKnMuAWt7UQfqILKVrMqP54K6LuWBhPEH+dq6z1hl8+cL5pEQG8VSBowUSG+b8GAIMJrnTgKCmb8KAYI0J3AG8guOP9lPGmIMico+IXG0VexiIFZEi4J+AO61zDwJPAYeAl4HbjTH9xpgdOAaf9wD7rXo86NI780KN7T1Dg8i/eKuInr4BPpETx/p5scyLC+WXbx+fM9MH95c3s/julyms8kw+/56+AWpau0fdjWw0a7MdaxSKa51LN13W4GghjJQU+fHs6i9/cgHfuXoJa7Ni2LQseeiP+mRmGYEjyV1p/Zmzl5SaLKfWIRhjXjTGLDTGzDfG3Gsdu9sYk2897jLG3GCMWWCMWWuMKR527r3WeWcZY14advxbxphFxpilxpjPG2Nm/by5d47VMmAgPjyQ47XtBNhtrMuOxW4T/u7C+Rw81cJbR+dGK+HVQ1X09A3wVuH0Fn1NVVVzF8aMvdfASNEhAdht4tTAcktXL82dvaPuhTxcTGgAW8/JwmYTPr3q43kak20hzIsLpad/gFPWamilpkpXKs+gtwtriQ7x53PrMgE4Ozua4ABHrpprVqYSExrAX/bNjdm3g10vu054ZjD9493InAsINpsQGxpAXWvPxNe2NrYZrYUwliUpEeRYs50mM4YAkBXrmGmkA8tqujQgzKCjNa2sSI9iw/xYAM5b8PGsqQA/G3mZ0Xzo4U1ZZkJLVy/7ypqw24SC0oZp5wqaiskGBHBsW+nMArDyoYDg/LVFhJvPySIpwpFkbzIGWznaQlDTpQFhBlU1d5EcGUxeZjT3bF7CZ9ZlnPb8msxoSuraJzXf3Rd9cLyeAQOfXpVKU0fv0AKxmTT4x3N4n/5E4sIDnfp/U97oWHU+mYAA8Ll1GWy786IxN8QZS2JEECJQ2dw1qfOUGkkDwgzp7uunrq2H5MggbDbh5g1ZRAaf/k1wTaYj5bInduqaSduO1xPsb+e28+cBsPNEw4zXoaKxk/jwQIL8x04vPVJ8WCB1rY6A0Nbdx/dfOkJbdx8AR6tbueU3u2ju7KW8sZNgf/uku35EBJtttKU74/O320gID6RSWwhqmjQgzJDqZscfkvG+kS5NjSTAbmP3ydkdEPaWNbE8LZIFCWGkRAbx+uGZH1g+1dxJyiS6iwDiwgOoa+vBGMNL+yv55dvHedPKhPr49lJeP1LDc3srKGvoIC06+LQ1CO6WFBmsLQQ1bRoQZkhls+PbW/I4ASHI387SVM/s5TtTuvv6OXSqhZXpUYgIV69M5e2jtTPeTVbR2EnaJANCfFggPf0DtHT1sb24HoDDlS30DxheOlAJwMPvlfD20VpWumBTnclIiQwa+owpNVUaEGZIVYvj29t4AQEc3Ub7yl23l6+3OVLZSk//wNAfzE+vSqV/wPD8DM2uOlLVwt89vpvypk5SoiaXcT3Omg5a29rN9uMfB4QdJfXUtfWwYV4spfUd+NmEf770LJfXfTzJVgthrqxjUe6hAWGGDDbnkyLH/1a6xtrL98AU0i37gsGFeYPbUp6VFE5ucgS/33lyRoLgKweqefmgYw3EZGYYwccBoeBEA5XNXQT62ThU2cLzH1US7G/nxzeuJC4sgH/dtGhSg9WukBwZREdPPy2dfTP6ump20YAwQ6qauwgP9CMscPxtrAf38p2t3Ub7yppICA88raX01UtyOFrdxk9fP+r21z/Z0EFcWAD/fvliPr1q/C0qR4oPdwSEfKs1c92aNKpbuvnzhxVsXJpEUmQQu/79Em7ekOXqak8o2WrtVLZot5GaOg0IM6SyudOpb40JEUGkxwTP2uyn+8qbWJ4WddqA62VLkrhhTRoPvHWcUjencS5r7CA7LpQvnT+PyEnO94+z0lJvO15PZmwIVyxLBqCjp58tZztyOM7kQPJwyVbLs7JJB5bV1GlAmCFVzV0kO9lFkZcZQ0Fp46zrD+7q7aekrp3c5PAznvvapxYyYOD5jyrdWoeyhg7SY5xfQTzcYPoKgK0bsoayl2bHhQ7lOvKUwRbXKR1YVtOgAWGGVDZ3kRzhXL/y6sxoalu7KWuYXb/cx2vbGDCwMOnMgJAaFczqjCi3BoTuvn6qWrpIn0RKieFsNiEmNICwQD9uyEsjJjSAq1ak8LVLcjzWMhiUEB6ITRxfPJSaqvE7tJVLdPb0U9vWTaKTA43rrG+bHxTXO52e2Rccq3asSF6YeGZAALhyeQr3PH+I47VtzHdin4LJqmjsxBiGNqqZik+vSiU5MojwIEd30//etMpV1ZsWP7uNzNhQ9lfMzskIamZoC2EGvHKwCmNgw7xYp8rnJIQRFxYwNNd9tiisbsXfLkPJ2Ea6Ynkyfjbhu88foq/f9TOOyqwcQ1PtMgL4t8sX84Vzs11VJZf65FkJbCuqp71bZxqpqdGAMAP+uLuM9JjgoW/+ExER1s+LZfvx+lk1jnCsupXsuFAC/Eb/2CVGBHHP5qW8VVjLD151/YyjsgZHjqH0mMlNN/UVn8pNpKd/gHfmSAp15XoaENysvLGDbcfruX51+qTy1GyYH0tVS9es2gnraHXbmN1Fgz6zLoNNS5N4qqDM5Ru+lDV0EGC3kRg+s2sEZsrZWdFEBvvz2uFqT1dF+SgNCG627Xg9xji6QyZjsHvppl99wK/fL3FH1WZUR08fJxs6JgwIABuXJtHQ3sO+ctemAi9rdOQYmkoCOV/gZ7dx4VnxvHfMuW0+lRpJA4KblTd2YpPJD2TOiw/je9csJcDPxjN7yt1Uu5lTVDP+gPJwFyyMxyYMJY5zlZPTmHLqK5amRFLT2k1j+8Qb+Sg1kgYENytv7CApImjMfvPxfG59JuctiJ8Vi40G905emDjx7KGokADyMmN4w8UBoayhc9aOHwzKsd7fo9We2ata+TYNCG5W3jj6ZuvOSo4Mor69h67efhfWauYdq2kjwM8xNdIZly5J5OCpFva4KBV4c6djn+PpTDn1BYMtsKM1M7/pkPJ9GhDcrKKxc9I7Zw03uALV1xccFVa1siA+bGil70S2rM0gLiyQ7794xCUzrYZmGE0jOPuC5MggwgP9OKYtBDUFTgUEEdkoIoUiUiQid47yfKCIPGk9v0NEsoY9d5d1vFBELht2PEpEnhaRIyJyWEQ2uOKGvElv/wCVzdMLCIObuPh6SoJj1a1OdRcNCgv042uX5LDzRINL1mMMbms528cQRIQFiWHaZaSmZMKAICJ24H5gE5AL3CQiuSOK3QI0GmMWAD8G7rPOzQW2AEuAjcAvrOsB/BR42RizCFgBHJ7+7XiXyqYuBgykTeOP0GALwZfHEVq6ejnV3DVqyorxbF6ZArgm8+vJhrkREAAWJoQPrQpXajKcaSGsBYqMMcXGmB7gCWDziDKbgUetx08DF4sjuctm4AljTLcxpgQoAtaKSARwPvAwgDGmxxjj2jmGXmCqm60PN5jFcnCDHV80lLIiYXIBITzIn8zYEA5Vtky7DmUNnUQG+5+xj/VslJMYRn17z4zvQqd8nzMBIRUoG/ZzuXVs1DLGmD6gGYgd59x5QC3waxH5UEQeEhHnRht9SPlgqoRp9FsHB9iJCvHnlA9voD44w+isSbYQAHKTIzhcOf3uD8eU09k9w2jQ4G50uh5BTZYzAWG0UcCRo3xjlRnruB+wGnjAGLMKaAfOGJsAEJFbRaRARApqa31rSX55Ywc2Ydq7ZyX7+Abq7xytJTEicNI7lAEsTo7gRH07bVPMz3O0upWbHvyA/RXNs36G0aDVGdGkRQfPivUramY5ExDKgfRhP6cBIzfAHSojIn5AJNAwzrnlQLkxZod1/GkcAeIMxpgHjTF5xpi8+Ph4J6rrPcoaO0mODMbfPr3JXCmRQT7bQujs6eetozVcmps0pRXCuckRGAOFVVPrNvrBK4VsL66nob1n1s8wGmSzCdeuSuX9ojqfn52mZpYzf6l2ATkiki0iATgGifNHlMkHtlqPrwfeMI65gvnAFmsWUjaQA+w0xlQBZSIyuBP5xcChad6L1ylv7CB1GuMHg5Kjgny2hfD20Vq6egfYuDRpSufnpjg2oTl0avIB4UhVC68equa2C+Zx95W5fH5D5pTq4Is+vTqNAQMv7nfvhkNqdplwPwRjTJ+I3AG8AtiBR4wxB0XkHqDAGJOPY3D4cREpwtEy2GKde1BEnsLxx74PuN0YM7jC6h+A31lBphj4govvzePKGzs5Z37ctK+TGhVCc2cvje09RIcGuKBmM+fVg1VEhfhPeUex5MggokP8eeVgNZ9dlzmpVsYj75UQGmDn7y+YT1SIb71v05UdF0pMaABFtTrbSDnPqQ1yjDEvAi+OOHb3sMddwA1jnHsvcO8ox/cCeZOprC/p6RugqqVrWjOMBq3JjAZgR0nDlL9pe8r+imbyMmOm3G0mInz14hy+/ZdD/Oi1o3z9srMmPgnHGpBXD1Vz2ZKkORcMBqXHhHCyvsPT1VA+RFcqu8mpJsfuXK4ICCvTowjyt/GBj22YMzBgONnQQdY0d33bek4Wm1em8OA7xXT2OJfCY2dJA00dvVzmYwHUlTJiQobWXyjlDA0IbjI45XQ6eYwGBfjZODsrhm3HfWsaYU1rN919A2ROMyCICNeuTqOnf4BdJxqcOuflA1UE+ds4P8e3JiK4UkZMMBVNnW7ZfU7NThoQ3MQVi9KGO2d+HEer26ht9Z3FRqX1js19MpxMaDees7Oi8bcL7zsRFNu7+3hxfyUXLkwgOMA+YfnZKjMmlP4BwykfXuWuZpYGBDcpb+zEbpOh1BPTtWG+Y8OcHSW+021UanVXZLpg/n9IgB+rMqJ5v+j0gGCM4bVD1TR1fJz//1fvFlPf3sOXzp837df1ZYNpOrTbSDlLA4KblDd2kBwZhN801yAMyk2OIMDPxr4y38nwcbK+A7tNXDL1FuC8BXEcPNXC0m+9wm+sXeSe23uKLz1WwGcf2kFLVy81rV08+E4xly9LGhqMn6syYjUgqMnRgOAmZdNMez1SgJ+NJSkR7Ctrdtk13a20oYPUqOkvzBt0+bJksuNCCQmw89gHpdS3dfOdvxxkXlwoR6tbue2x3fzglUJ6+wf4l8sWueQ1fVlSRBABdhulDbNnX27lXhoQ3KS8sYPUKNeujF2ZHsX+imafGSQsrW+f9oDycAsSwnjjny/kq5fkUFzbzi2PFtDW3ccvP7+G71+7nO3F9TxVUM7n1meSFTfrUmNNmt0mpEUHD+0FodRENCC4Qf+Aoba1m5Qo14wfDFqZHkVnbz/HfGQ3rNL6DrfkD7piWTL+dmFvWRN/f8F8FiaGc92aNG47fx4pkUF85aIcl7+mr8pJDOOD4gaaO3s9XRXlAzQguEF9WzcDBhLCA1163RVpjiyWvjCOcLy2jebOXhYkOL8pjrOiQgLYuDSZRUnhfPmTC4aO33X5Yt7914t8bjW3O/3DRTk0dvTw078e83RVlA/QgOAG1S2OqaEJEa5tIWTGhhAV4u+yfYbd6fHtpfjbhSuXp7jl+j/+mxU8d8e5BPmfPq3U2S0654qlqZFsOTuDR7ef8Kkpy8ozNCC4QU2rY963q1sIIsK67BjeL6p3yT7D7tLW3cczu8u5Ylky8S5+Dwb52W0E+s3dNQaT8dl1GfQPGN4qrPF0VZSX04DgBjWt7mkhAJyXE09FUycnvDhHzV8PVdPa3Tensot6syUpESSEB/JWoW/tJ6JmngYEN6ixuoziw1z/7fj8HEf21HePee8v9+7SRsIC/ViZPrfXAXgLEeGTZyXwztFaen1khpryDA0IblDd2kVMaAABfq5/ezNjQ0mPCeZdL94ecc/JRlakR2p/vhf55KIEWrv7dFtNNS4NCG5Q09Lt8vGD4T6RE8/24/Ve+W2vo6ePI1WtrNLWgVc5f2Ec6THBfO3JvVPabEjNDRoQ3KC2tcttg6kAn1gQR1t3n1dOP91f3kz/gGFVRpSnq6KGCQnw4/f/bz0Bfjb+66XDnq6O8lIaENygprWbhHDXDygPOmd+HDbBK7uN9px0BKlVGdpC8DbpMSFcsSyZghON9PR5X+tSeZ4GBBcbsFYpJ0a4r4UQGeLP8rQorxtYbuvu48ldJ8lJCCNGF4d5pfXzYuns7Wdf+ZmJ9h22AAAaFUlEQVSty1cPVnHefW/oPsxzmAYEF2vo6KFvwLh1DAHgEzlx7Ctv9qqUBN/88wFONnTwvWuWeroqagzr58UgAtustSyX/Oht7n+ziPeL6rj18d2UN3byxK4yT1dTeYgGBBercdMq5ZE2zIulf8Cw10vGEYpqWvnThxX8/YXzWTcv1tPVUWOICglgcVIE24vrOF7bRlFNG68equb1wzUE+tn4/PpMPjheT1t3n6erqjxAA4KLVTY7ts5MctHGOGNZmBQOQJGHE929X1THPz25l1+8dZwAu40vnpvt0fqoiZ27IJY9pU28eqgagAMVzbx9tIbVGdFcsTyZnv4B3j3qXd2RamY4FRBEZKOIFIpIkYjcOcrzgSLypPX8DhHJGvbcXdbxQhG5bMR5dhH5UESen+6NeIvBvZTTXbCX8nhiQwOIDvGnqKbVra8zkd9+UMqzH1bw7J4KrlyRTKwbFuMp17p6RSo9/QPc/0YR4MjOe7y2nbOzY8jLjCYy2J/XrGCh5pYJA4KI2IH7gU1ALnCTiOSOKHYL0GiMWQD8GLjPOjcX2AIsATYCv7CuN+irwKyaA1fe2EGgn424MPcOqooICxLCPN5C+PBkEzkJYcyPD+XWOb5lpa9YmhrBwsQw2nv6uXhRAoPrB9dlx+Bnt3H5smSe319JVbMjJ1d3X79X585SruNMC2EtUGSMKTbG9ABPAJtHlNkMPGo9fhq4WETEOv6EMabbGFMCFFnXQ0TSgCuAh6Z/G96j3NopzXH77rUgIZxjNW0e+2Wtau6iqqWLm9Zm8Po/X8iipAiP1ENNjohw/Zo0AC5anMCSlEj8bDK0duTLF85nYMDwjaf3sfEn77Domy/z7fyDnqyymiHOBIRUYPi0g3Lr2KhljDF9QDMQO8G5PwH+BZhVE6IdAcG93UWDchLCaOropb69Z+LCbrC3zJGGe6UuQvM5N+ZlcNPaDDYtTeZvz8nilvOyCQnwAxzrFa5bnTa0zuWsxHBeO1TtM62EH75ayD1/OeTpavgkZwLCaF91R34yxioz6nERuRKoMcbsnvDFRW4VkQIRKait9f6BrrLGDtJjXLeX8ngGN5/xVLfRh2VN+NuF3GRtGfiayBB//uvaZcSEBnDdmjTuunzxac//x5WLeXhrHi985RN8dn0mp5q7KPXiDLvDPbungj/sPKmL76bAmYBQDqQP+zkNODVWGRHxAyKBhnHOPRe4WkRO4OiCukhEfjvaixtjHjTG5Blj8uLj452orue0dvXS1NE7cy2EREdA8MSWmsYYdpY0kJscccYmNcr3hQf5c/HiROw2YYM1jXh7cb2HazWxxvYeKpo66ezt50Mf2EjK2zgTEHYBOSKSLSIBOAaJ80eUyQe2Wo+vB94wjvZlPrDFmoWUDeQAO40xdxlj0owxWdb13jDGfM4F9+NRFU2OGUZp0TPTQkiKCCIxIpA/7Smf8eZ8/r5TfHiyiatWuGdHNOU95seHEh8eyPbj3h8QDg5L3Pd+kfeldvF2EwYEa0zgDuAVHDOCnjLGHBSRe0TkaqvYw0CsiBQB/wTcaZ17EHgKOAS8DNxujOl3/W14h/KGwYAwMy0EEeGfP3UWe0428cyeihl5TYDCqlbufu4gqzKi+IKuO5j1RIRz5sey7Xg9AwPePY5w4FQzAPPiQ3lmTwUbf/IOO3ygZeMtnFqHYIx50Riz0Bgz3xhzr3XsbmNMvvW4yxhzgzFmgTFmrTGmeNi591rnnWWMeWmUa79ljLnSVTfkSeWNjj7W9BlqIQBcvyaNZamRfP2P+7j2F+/T2jX9VBbGGJ7cdZJDp1ro6x9g2/E6jDE8/9EpvvKHD7nxwe0E+dv4yY0rdc+DOeL8nHjq2rpP+wbujQ5UNJMaFcyVy5KpaOrkSFUr//1Koc8MiHuarlR2oWM1bYQF+s1oYjebTXjsi2v5xmWOlsIfC8qdPndbUR3XPbCNjp6P0xQYY/jNthP86zP7+eZzB/jtB6V85lc7eOVgNXc/d5C3j9ayMDGcp//uHDJjQ91xS8oLXXhWPCLw+hHvXrB26FQLS1MjuPWC+Tzw2dXcfWUuu0sb+c22E+wu1TGFifh5ugKzye7SRlZnRs/IGoThokMDuP2TC3j9cDWPbj/B356ThW2Cb+7GGP7rpSPsr2hmT2kTnb39/OKtIvaXN9M3YIgNDWB3aSMnGxytnjuf/Yimjl5+84WzufCshBm4K+VNYsMCWZ0RzeuHa/jaJQs9XZ1Rnahrp7iunevWpBEW6MemZcl09fbzwNvH+c5fDhHgZ2Pf3ZcSHKCTIMaiLQQXae7opbC6lbMzPbcPwBfOzaa0voO3jtZMWPbdY3Xsr3D0t35QXM83nt5HfVsPt5yXzd1X5vLn28/FzybUtnazJCWCpo5eUqOC+USOd8/0Uu5z0aIE9lc0U93S5Zbrn2rq5JH3Snhmt/Ot3OF+9voxgvxt3JCXNnQsyN/OM393Dv9xxWJ6+gbYozOPxqUBwUV2n2zAGMjLivFYHTYuTSI2NIBndk88wPzI+yUkRgSyMDGM3+0opamjl7s2LeKuyxfzxfOySY8J4dIlicSFBfCrm/MID/Tjc+szdcxgDrtgoePLwAduGKTt7uvnmvvf557nD/Evz3xEbWv3pM4/XtvGn/dWsHVD1hmbU2XEhnDj2enYBB1gnoAGBBfZdaIRf7uwMt1zq3b97TauWJ7MXw9Xjzq4PDiw1tLVy/tFdWxemcqGebE0dvQS4Gfj/IWnf/v//nXLyb/jPFKignn/rou4TXMVzWmLksIJCbCzxw198a8erKamtZs7Ny2if8Dw3N4KHnq3mJK6dqfO//X7JfjZbXxpjM9oeJA/S1Ii+aCkwZXVnnU0ILhIwYkGlqZGerx/cvPKVLr7BvjsQzu44mfv0tXrmOV793MHOOubL3P9A9v47Qel9PYbLs1NZI3Vojl3fiyhgacPKUUE+ZMSFTz0eKJxCTW7+dltrEiLGtom1ZWe2HWS1Khgbv3EPJanRfLfLxfyvRcOc89fJs6h1NLVy7N7Krh6RQpx42TbXZcdw96ypqHfCXUmDQgucrS6zStSOKzOiCIrNoQDFc0cPNXCnz+s4NWDVTy2vZR12TEUVrXy3y8XEmcNEq7PjiHQz6YLzJRT1mRGc6iy5bSZadN16FQL7xfVO7p1bMK1qxzpuZMignjraC2l9e20dPVy1f++x7/9af9QFtZBT+4so6Onn60bssZ9nfXzYunpG9DU3uPQWUYu0NjeQ3NnL9lxnp+GKSI8fss6jIFbHy/g528W0dzZy5KUCB7eejavHarm9t/v4VO5idhsQkJEEDv+7WIig/09XXXlA1ZnRtE/YPiovJn1LtgZr727jzv+sIf48EA+uy4DgM+uzyQpMoglKZFc+IO3+O0HpSxPi2J/RTMHTzXzdmEtz375HBIjgig40cD/vFrIJ3LiWJYWOe5rXXBWPEtSIvh2/kHOmR+re3eMQlsILlBS7+jnzPKSefnpMSFkxIbwhXOzKG/sJC4skAdvziPAzzHG8PDWPP7xUzlD5aNCAmZ8qqzyTavSHbPoXJXG4sF3HOMEP92ycugPtL/dxsalyaTHhHDZkkSeKijn5YNVRIX486cvn0tTRw/X/3Ib//r0R3zu4R2kRgXzsy2rJnwtf7uNH/3NSpo7e3novRKX1H+20YDgAiesga8sL2ghDPfpVWl895qlPHXbBlKjPl49ffHixDNmYijljOjQAC5YGM/D75W4ZPrpi/srWZ8dyznz40Z9/uYNWTR39vLCR5WcnxPPivQoHvnbs4kNDeTpPeVcmpvE77+0jmgnF4OelRTOgoQwjlV7dqdBb6UBwQVO1LVjE8iImZkcRs4KsDZNjw/XprFyne9cvYSe/gHufWF6mx0W1bRxrKaNy5YkjllmXXYMC62svhee5ZgFt25eLH++/VyOfW8TP7tpFcmRk0sVkxkbwgkfSeU90zQguEBJfQep0cEE+OnbqWa/rLhQtm7I5MX9lTRMY3OmVw5WAXDpkqQxy4gIt50/n/BAv6F1EIOmOustMzaUkw0dXp+ozxP0L5gLnKhr95rxA6VmwjWrUukbMLx8oGpK59e0dPH7HSdZkR41NLV5LNetSWPP3Z9y2SBwZmwIPX0DVLlpxbUv04AwTcYYTtS1e8UMI6VmSm5yBPPiQ8nfN/m06919/dz8yE4aO3r4ztVLnDrH3+66P1WDX95O1Du36G0u0YAwTQ3tPbR292nmTzWniAhXr0hhR0nDpAeX3zhcw5GqVn5wwwqPrOzPjHWM9fnKlqAzSQPCNJU1OjbF8bYBZaXc7crlKRgDL3xUOanznt5dTmJEIJeNM3bgTsmRwfjbRVsIo9CAME0VVkBInaAfVKnZZkFCGLnJEfzlo5FbrI+tprWLt47Wcu3qNI8lSrTbhPSYEE5qC+EMGhCmqaLJ8aFKncFd0pTyFletSOHDk03c8ptd/PLt42c83z9geLOwZiix4p8/rKB/wHD9mrQzys6krNhQpxPnzSUaEKapvLGT8CA/Tf2g5qQrlydjtwmvH6nhiZ0nz3j+hf2VfOHXu3j9sCMoPL27nNUZUcyPD/NAbT+2MDGc47VtdPdporvhNCBMU0Vjp3YXqTkrPSaEV//xfG67YB6lDR20d5+e9O6tQsdmTS8dqGJ/RTNHq9u4fk26J6p6muVpkfT2GwqrdMXycBoQpqmiqZM07S5Sc9j8+DDWZERjDBQOSwkxMGB452gdAH89XM1D75YQ6GfjyhXJnqrqkGWpjkR4H5U3e7gm3kUDwjRpC0EpWGylfj9c2UJ9WzcDA4bDVS3UtXVzaW4izZ295O87xRfPyyYiyPPdq2nRwUSF+HOgQgPCcE6lvxaRjcBPATvwkDHm+yOeDwQeA9YA9cCNxpgT1nN3AbcA/cBXjDGviEi6VT4JGAAeNMb81CV3NIOaO3tp7e7TAWU156VFBxMe6MdTu8r45p8PkBwZTJi14dJ/XJHLnpNNrM2O5huXnuXhmjqICMtSI7WFMMKEAUFE7MD9wKeAcmCXiOQbYw4NK3YL0GiMWSAiW4D7gBtFJBfYAiwBUoC/ishCoA/4Z2PMHhEJB3aLyGsjrun1Pp5yqmsQ1NwmIixKDmfXiUbiwgJZlBROY0cPX/pENhmxIbz9jQsJCbB7VZr15WmR/N/bxXT19hPk79mdDr2FMy2EtUCRMaYYQESeADYDw/94bwa+bT1+Gvi5OP7PbwaeMMZ0AyUiUgSsNcZsByoBjDGtInIYSB1xTa9X0WQFBG0hKMXi5Ah2nWjkq5fk8Pn1mac9N3J7Vm+wLDWSvgHDkapWj+6F7k2cGUNIBcqG/VxuHRu1jDGmD2gGYp05V0SygFXAjtFeXERuFZECESmora11orozp7CqBdBVykqBYz/v69ekseVsz88icsayNEcQ2F/u+j2ifZUzYXu0Nt7IvLFjlRn3XBEJA54BvmaMaRntxY0xDwIPAuTl5XlVvtoX9lexKiOKGCc351BqNluTGc2azGhPV8NpKZFBxIYGsF8Hloc400IoB4aH/DRg5Fr1oTIi4gdEAg3jnSsi/jiCwe+MMc9OpfKeVFTTyuHKFq7WzemV8kkiwlIdWD6NMwFhF5AjItkiEoBjkDh/RJl8YKv1+HrgDeNYq54PbBGRQBHJBnKAndb4wsPAYWPMj1xxIzMtf18lInDFMs/PqVZKTc3ytEiO1bTR1asrlsGJgGCNCdwBvAIcBp4yxhwUkXtE5Gqr2MNArDVo/E/Anda5B4GncAwWvwzcbozpB84FPg9cJCJ7rX+Xu/je3Oq9Y7WszogmIUL3JlbKVy1LjaR/wHCoctQe6znHqaF/Y8yLwIsjjt097HEXcMMY594L3Dvi2HuMPr7gE4wxHK1u49rVI8fWlVK+ZLk1sPx2oeML3lynK5WnoKKpk7buPs5KCvd0VZRS05AUGcSluYn88u3jnNDspxoQpmIwIdYiDQhK+bx7Ni8lwG7j3hcPe7oqHqcBYQqOWAFhYaIGBKV8XVJkEJ9Zl8FbhTU0d/R6ujoepQFhCgqrWkmNCibcC5J0KaWmb9OyZHr7Da8drvZ0VTxKA8IUFFa16viBUrPIirRIUiKDeGn/5PaHnm00IExSe3cfxXVtGhCUmkVEhE3Lknn3WN2c3mtZA8IkvXqoit5+w4UL4z1dFaWUC91yXjaBfja+/sd9DAx4VZacGaMBYZKe23uK1Khgzs6K8XRVlFIulBIVzN1X5bLzRAP5+0Zm55kbNCBMQl1bN+8eq+PqlSnYbD67rk4pNYbr16SRFRvCH3ae9HRVPEIDwiS8cbiG/gHDVcs1oZ1Ss5GIcENeOjtKGubkQjUNCJPwXlEd8eGBLE7WAWWlZqvrVqdhE/j6H/fx5pEaT1dnRmlAcJIxhm3H6zh3fqxXbQOolHKtpMgg7ty0iJMNHfy/xwqobunydJVmjAYEJxVWt1LX1sM5C+I8XRWllJvdev58nrptA/0Dhid3lU18wiyhAcFJ7xfVA3CuBgSl5oSsuFA+kRPHH3aenDOtBA0ITujs6ec320pYlBROalSwp6ujlJohf3tOFpXNXaz7z9e569mPZv36BA0ITvjfN45R1tDJt65a4umqKKVm0MWLE/nz7eeydUMmf9hZxvdemN0ZUZ3aIGcu213ayP+9U8x1q9PYMD/W09VRSs2wlelRrEiLpN8Yfr2thBvy0licHOHparmFthDG0d7dx1ef+JDkyCC+dXWup6ujlPIQEeEbly4iPNCP/3ml0NPVcRsNCON4bu8pyhs7+Z/rVxChqa6VmtMiQ/z5+wsX8MaRGt49Vuvp6riFBoRx/HF3GQsTw1g/T/MWKaXgC+dmkRkbwreeO0h3X7+nq+NyGhDGUFTTyocnm7hhTbouRFNKARDkb+c7Vy+huK6ddf/5Ovf85RDt3X2erpbLOBUQRGSjiBSKSJGI3DnK84Ei8qT1/A4RyRr23F3W8UIRuczZa3ra/W8ex88mXLMq1dNVUUp5kQvPSuChm/M4PyeeX28rYc33XiPve3/l/aI6T1dt2iYMCCJiB+4HNgG5wE0iMnKE9Rag0RizAPgxcJ91bi6wBVgCbAR+ISJ2J6/pEcYYnioo408fVvDlTy4gPjzQ01VSSnmZS3IT+dlNq3jy1g1sOTuDkAA7//L0RzS099DZ47tdSc5MO10LFBljigFE5AlgM3BoWJnNwLetx08DPxdHP8tm4AljTDdQIiJF1vVw4pozqrG9hxcPVPLgO8WU1newMj2Kf7hogaeqo5TyAWuzY1ibHcMVy5O54ZfbWf3d1wgJsHPj2eksS40kKTKI9u5+qlu6uHRJIvFhji+YIoIxxuu6o50JCKnA8GQe5cC6scoYY/pEpBmItY5/MOLcwT6Yia55hpK6dpbc/bITVZ4cA3RYUX1FehRfvTiHTUuT8bfrEItSamJnZ8XwwxtWcKqpk6LaNh7ddoKRi5q/+dwBAGwi+NmE7r4BbAL+dht2m+Dq0LBxaTI//JsVkzrHmYAwWj1Hrt8eq8xYx0f7SzvqmnARuRW41fqxreG7m+oBt3XWlQL57rq468ThxvfAR+h7oO8B6Hsw5v0fAn5049CPmc5czJmAUA6kD/s5DRi5v9xgmXIR8QMigYYJzp3omgAYYx4EHhz8WUQKjDF5TtR71tL3QN8D0PcA9D1w9f070yeyC8gRkWwRCcAxSDzyS3Q+sNV6fD3whjHGWMe3WLOQsoEcYKeT11RKKTWDJmwhWGMCdwCvAHbgEWPMQRG5BygwxuQDDwOPW4PGDTj+wGOVewpH66UPuN0Y0w8w2jVdf3tKKaWcJY4v8r5DRG61upHmLH0P9D0AfQ9A3wNX37/PBQSllFLuofMqlVJKAT4UELw91YW7iMgJEdkvIntFpMA6FiMir4nIMeu/0Z6upyuJyCMiUiMiB4YdG/WexeFn1ufiIxFZ7bmau84Y78G3RaTC+izsFZHLhz03aooYXyYi6SLypogcFpGDIvJV6/ic+SyM8x6457NgjPH6fzgGno8D84AAYB+Q6+l6zdC9nwDiRhz7b+BO6/GdwH2erqeL7/l8YDVwYKJ7Bi4HXsKx5mU9sMPT9Xfje/Bt4OujlM21ficCgWzrd8Xu6XtwwXuQDKy2HocDR617nTOfhXHeA7d8FnylhTCUPsMY0wMMprqYqzYDj1qPHwWu8WBdXM4Y8w6O2WrDjXXPm4HHjMMHQJSIJM9MTd1njPdgLEMpYowxJcDwFDE+yxhTaYzZYz1uBQ7jyHQwZz4L47wHY5nWZ8FXAsJo6TPmShpSA7wqIrutVdsAicaYSnB8YIAEj9Vu5ox1z3Pts3GH1R3yyLCuwln/Hogjg/IqYAdz9LMw4j0AN3wWfCUgOJM+Y7Y61xizGkdm2NtF5HxPV8jLzKXPxgPAfGAlUAn80Do+q98DEQkDngG+ZoxpGa/oKMdmxfswynvgls+CrwQEZ9JnzErGmFPWf2uAP+Fo/lUPNoWt/9Z4roYzZqx7njOfDWNMtTGm3xgzAPyKj7sCZu17ICL+OP4Q/s4Y86x1eE59FkZ7D9z1WfCVgDAnU12ISKiIhA8+Bi4FDnB6qpCtwHOeqeGMGuue84GbrRkm64Hmwe6E2WZEf/incXwWYOwUMT5NRARHFoTDxpgfDXtqznwWxnoP3PZZ8PQo+iRG2y/HMcJ+HPh3T9dnhu55Ho4ZA/uAg4P3jSO1+OvAMeu/MZ6uq4vv+w84msG9OL7x3DLWPeNoIt9vfS72A3merr8b34PHrXv8yPrFTx5W/t+t96AQ2OTp+rvoPTgPR3fHR8Be69/lc+mzMM574JbPgq5UVkopBfhOl5FSSik304CglFIK0ICglFLKogFBKaUUoAFBKaWURQOCUkopQAOCUkopiwYEpZRSAPx/ZV9mGmvtvuwAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#relativni histogram\n", "norm = np.sum(hist)\n", "relhist = hist / norm\n", "plt.axis([-1, 257, 0, np.max(relhist) * 1.5])\n", "plt.plot(x, relhist)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#kumulativni histogram\n", "cumhist = np.zeros(relhist.shape)\n", "cumhist[0] = relhist[0]\n", "for i in range(relhist.shape[0]-1):\n", " cumhist[i + 1] = cumhist[i] + relhist[i + 1]\n", "plt.axis([-1, 257, 0, np.max(cumhist) * 1.5])\n", "plt.plot(x, cumhist)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#kumulativni hist - ukazka funkce cumsum\n", "cumhist2 = np.cumsum(relhist)\n", "plt.axis([-1, 257, 0, np.max(cumhist2) * 1.5])\n", "plt.plot(x, cumhist2)\n", "plt.show()" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "Jasové transformace\n", "- funkce stejná pro všechny body v obrazu\n", "- zvýšení/snížení jasu/kontrastu, negativ\n", "- ekvalizace \n", "Prahování\n", "-segmentace" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#zmen jas\n", "value = 50\n", "imggray2 = np.empty(imggray.shape, dtype=np.uint8)\n", "for i in range(imggray.shape[0]):\n", " for j in range(imggray.shape[1]):\n", " pom = 1.0 * float(imggray[i,j]) + value \n", " if pom > 255:\n", " pom = 255\n", " if pom < 0:\n", " pom = 0\n", " imggray2[i,j] = pom\n", "plt.figure()\n", "plt.imshow(imggray, cmap='gray')\n", "plt.figure()\n", "plt.imshow(imggray2, cmap='gray')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#zmen konstrast\n", "value = 0.5\n", "korekce = 40\n", "imggray3 = np.empty(imggray.shape, dtype=np.uint8)\n", "for i in range(imggray.shape[0]):\n", " for j in range(imggray.shape[1]):\n", " pom = value * float(imggray[i,j]) + korekce \n", " if pom > 255:\n", " pom = 255\n", " if pom < 0:\n", " pom = 0\n", " imggray3[i,j] = pom\n", "plt.figure()\n", "plt.imshow(imggray, cmap='gray')\n", "plt.figure()\n", "plt.imshow(imggray3, cmap='gray')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#histogramy\n", "plt.figure()\n", "a,b,c = plt.hist(imggray.ravel(), 256)\n", "plt.figure()\n", "a,b,c = plt.hist(imggray2.ravel(), 256)\n", "plt.figure()\n", "a,b,c = plt.hist(imggray3.ravel(), 256)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#negativ\n", "imggrayN = np.zeros_like(imggray)\n", "for i in range(imggray.shape[0]):\n", " for j in range(imggray.shape[1]): \n", " imggrayN[i, j] = 255 - imggray[i, j]\n", "plt.figure()\n", "plt.imshow(imggray, cmap='gray')\n", "plt.figure()\n", "plt.imshow(imggrayN, cmap='gray')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#primitivni prahovani\n", "imgthres = imggray > 128\n", "plt.figure()\n", "plt.imshow(imggray, cmap='gray')\n", "plt.figure()\n", "plt.imshow(imgthres, cmap='gray')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def naprahuj(image, threshold):\n", " threshold.insert(0, 0)\n", " im2 = np.empty(image.shape, dtype=np.uint8)\n", " for i in range(image.shape[0]):\n", " for j in range(image.shape[1]): \n", " for k in range(len(threshold)):\n", " if threshold[len(threshold)- k - 1] <= image[i, j]: \n", " im2[i, j] = np.uint8(np.round(np.double((len(threshold) - k - 1))))\n", " break\n", " return im2" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "imgtr2 = naprahuj(imggray, [100,150,230])\n", "plt.figure()\n", "plt.imshow(imggray, cmap='gray')\n", "plt.figure()\n", "plt.imshow(imgtr2, cmap='gray')\n", "plt.show()" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "Geometrické transformace\n", "-známý vztah - rotace, posun, zvětšení\n", "- vzrah se hledá na základě původního a transformovaného obrazu - dálkový průzkum země\n", "Kroky\n", "1)plošná transformace\n", " - v praxi inverzní kvůli kroku 2\n", " - polynom, bilineární, afinní (rotace, posun, zvětšení, atd.)\n", "2) interpolace jasu\n", " - nejbližší soused\n", " - bilineární\n", " - bikubická" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#rotace\n", "imgr = skimage.transform.rotate(imggray, 90)\n", "plt.imshow(imgr, cmap='gray')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "URL = \"http://uc452cam01-kky.fav.zcu.cz/snapshot.jpg\"\n", "# URL = \"http://plzen.cz/kamera.php?0.8989779513794929\"\n", "# URL = \"http://www.chmi.cz/files/portal/docs/meteo/kam/pribram.jpg\"\n", "\n", "im = skimage.io.imread(URL)\n", "# im = skimage.io.imread(URL, as_grey=True)\n", "plt.imshow(im)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Prahovani\n", "imgray = skimage.color.rgb2gray(im)\n", "imthr = imgray>0.8\n", "plt.imshow(imthr, cmap='gray')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3\n", "(480, 640)\n" ] } ], "source": [ "#Pocitani objektu v obraze\n", "import skimage.measure\n", "imlabel = skimage.measure.label(imthr)\n", "print(np.max(imlabel))\n", "print(imlabel.shape)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAU0AAAD8CAYAAADzEfagAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAELVJREFUeJzt3X+snXV9wPH3Zy0FFKT8kjRtt0JsNv1jA9IgRjEGdEEmLX9AgjGxMyw32TTRsETLlmwx2R+wP8SYLbhG2OriBIZu3DUujvAj2/6w0PJLsCJX5+xNGZ0BqpvZGPrZH+d75Xh72nu+t+ec53nOeb+S5jznOc8993PJ4d3vc849p5GZSJKG80tNDyBJXWI0JamC0ZSkCkZTkioYTUmqYDQlqcJYohkRV0fEcxGxEBG7xvE9JKkJMerf04yINcB3gPcBi8BjwAcz81sj/UaS1IBxrDQvAxYy83uZ+SpwN7BjDN9HkiZu7RjucyNwqO/6IvD2E33Buoh8wxgGkaRhHYUfZub5Kx03jmjGgH3HPAcQEXPAHMDpwBVjGESShrUX/n2Y48Zxer4IbO67vgk4vPygzNydmdsyc9u6MQwhSeMwjmg+BmyNiAsjYh1wIzA/hu8jSRM38tPzzHwtIj4GfB1YA9yVmc+O+vtIUhPG8Zwmmfk14GvjuG9JapLvCJKkCkZTkioYTUmqYDQlqYLRlKQKRlOSKhhNSapgNCWpgtGUpApGU5IqGE1JqmA0JamC0ZSkCkZTkioYTUmqYDQlqYLRlKQKRlOSKhhNSapgNCWpgtGUpApGU5IqGE1JqmA0JamC0ZSkCkZTkioYTUmqYDQlqYLRlKQKRlOSKhhNSapgNCWpgtGUpApGU5IqGE1JqmA0JanCitGMiLsi4khEPNO375yIeCAini+XZ5f9ERGfi4iFiHg6Ii4d5/CSNGnDrDT/Crh62b5dwIOZuRV4sFwHeD+wtfyZA+4YzZiS1A4rRjMz/xl4adnuHcCesr0HuK5v/xez5xvA+ojYMKphJalpq31O84LMfAGgXL657N8IHOo7brHsk6SpsHbE9xcD9uXAAyPm6J3Cc/qIh5CkcVntSvPFpdPucnmk7F8ENvcdtwk4POgOMnN3Zm7LzG3rVjmEJE3aaqM5D+ws2zuB+/v2f7i8in45cHTpNF6SpsGKp+cR8WXgPcB5EbEI/DFwK3BvRNwE/AC4oRz+NeAaYAH4CfCRMcwsSY2JzIFPOU7U+oi8oukhJM20vXAgM7etdJzvCJKkCkZTkioYTUmqYDQlqYLRbMDcfPMvvklaHaMpSRWM5oQtrTJdbUrdZDQlqYLRnKDlq0tXm1L3GE1JqmA0i7n5HOvK73j37WpT6hajuYwRk3QiRnOAUYdzpfsz1FJ3GM3jMGSSBjGaJzCKcA57H0Za6gajKUkVjOYKTmYFWPu1rjal9jOaQzBmkpYYzWL39kH/+vDrJrVqNNBSuxnNCgZNktFsIeMstZfRrGTQpNlmNMdgkr/fKWmyjOYqjPvDPSS1l9E8CYPCOcqYGmapfdY2PUDXzc3nir+upMn4h5wf+thrY/sYJ9E0M5ojNI6VoVE+sZpQHu/rDKhqGM0RGHfYlsfYiK4+lie6L+OpYURm88+brY/IK5oegul5DnGaozrKWJ6IAZ09e+FAZm5b6ThXmlNoUPy7HtJJxXL59zOeWs5ozojjraLbHtNJx3LQ9zec6mc0Z9yJnpJoOqhNB3OJ4VQ/o6njWgrqpOPZllj283RdS4xmMS0vAo1KE6vMNsZyOVedmvloGstjNX1a3naGc7bN9NsoDeaxDOZwurAq1njM7ErTYP6ipmPZxQi54pxNK640I2JzRDwcEQcj4tmI+HjZf05EPBARz5fLs8v+iIjPRcRCRDwdEZeO+4eoZTB/kcFcvS7PrtUZZqX5GvD7mfl4RJwJHIiIB4DfBh7MzFsjYhewC/gU8H5ga/nzduCOctk4Y/m6pkO5ZBqi44pztqy40szMFzLz8bL9Y+AgsBHYAewph+0BrivbO4AvZs83gPURsWHkk1cymK9rSzCnyTTEX8Opek4zIrYAlwD7gAsy8wXohTUi3lwO2wgc6vuyxbLvhWX3NQfMAZy+isFrGMyetsVy2kLjinM2DB3NiDgD+Arwicz8UcRx/wccdMMx1crM3cBu6H1gx7Bz1DKY7Yul1GVD/cpRRJxCL5hfysyvlt0vLp12l8sjZf8isLnvyzcBh0czbh2D2d5gTtsqU7NjxZVm9JaUdwIHM/MzfTfNAzuBW8vl/X37PxYRd9N7Aejo0mn8pMx6LNsaylngKfr0W/HzNCPiXcC/AN8EflZ2/wG95zXvBX4Z+AFwQ2a+VCL7Z8DVwE+Aj2Tm/hN9j1F+nuYsB7MrsZyFVabh7J6RfZ5mZv4rg5+nBLhqwPEJfHTFCcfAYEoat6l4R5CxVNt4mj69Oh/NWQ1mV2M5C6fmmm6d/sCOWQ2musG/IKZTZ6M5y8Hs6ipTmgadOz2f5VhKal6nojnpYK60ojPgWokvCE2fzkRzlIHy9FbSanUimnPzye7tMZX/nvcs8YURTYNORHMpjAZSXeQp+nTp7KvnktQEoylJFYymJFUwmtIE+CLY9DCamhhfDNE0MJqSVMFoSlIFoylJFYymJFUwmg1azTucuv6uKF8MUtcZzYas9q2hfrKS1CyjOWG7t8cxoawJZ9dXmrPKFfb0MJoTZPB6DIi6zGhOwKDV5aBjJLWf0RyjYWK5/HhJ7WY0x2S1AZyVcHqKrq4ymmMwK+HTcPwLYroYzREbRTCNrtRenfjnLtpuHJE73r+JNE2uje1+ZJo6x5XmSRrnqnAWVpyeuqprjOZJmETUZiGcUpcYTWmMXElPH6PZAdO+2jQs6hKj2RGGs3um8WeS0eyUaQ/nNDGY08toqjWmJTTT8nNoMKMpjZDBnH4rRjMiTouIRyPiqYh4NiI+XfZfGBH7IuL5iLgnItaV/aeW6wvl9i3j/RE0TYyO2m6Yleb/Aldm5m8AFwNXR8TlwG3A7Zm5FXgZuKkcfxPwcma+Bbi9HCcN7drY3sl4dnFm1VsxmtnzX+XqKeVPAlcC95X9e4DryvaOcp1y+1UR4SsYqtalCHVpVp2coZ7TjIg1EfEkcAR4APgu8EpmvlYOWQQ2lu2NwCGAcvtR4NwB9zkXEfsjYv+rJ/czaIp1IUZdmFGjM1Q0M/OnmXkxsAm4DHjroMPK5aBV5TGfPJGZuzNzW2ZuWzfstJpJbT5db+tcGp+qV88z8xXgEeByYH1ELH1K0ibgcNleBDYDlNvPAl4axbCabW2LZ5tm0eQM8+r5+RGxvmyfDrwXOAg8DFxfDtsJ3F+258t1yu0PZeZ0f8aZJqrpeDb9/dWsYT5PcwOwJyLW0IvsvZm5NyK+BdwdEX8CPAHcWY6/E/jriFigt8K8cQxzSz8P16Q+k9NQCiDasAhcH5FXND2EOm9c8TSWs2EvHMjMbSsd5ye3a2r0x20UATWWGsRoaiotD15NRI2lTsRoaiYYQo2KH9ghSRWMpiRVMJqSVMFoSlIFoylJFYymJFUwmpJUwWhKUgWjKUkVjKYkVTCaklTBaEpSBaMpSRWMpiRVMJqSVMFoSlIFoylJFYymJFUwmpJUwWhKUgWjKUkVjKYkVTCaklTBaEpSBaMpSRWMpiRVMJqSVGFt0wNovOa+PV91/O5f2z6mSaTpYDSnWG0wV/s1o2Kw1QVGU62xmmAbWk2az2mq0+a+Pd/o6lizx2hKUgWjKUkVho5mRKyJiCciYm+5fmFE7IuI5yPinohYV/afWq4vlNu3jGd0qcfnNTVJNSvNjwMH+67fBtyemVuBl4Gbyv6bgJcz8y3A7eU4SZoKQ0UzIjYBvwV8oVwP4ErgvnLIHuC6sr2jXKfcflU5XpI6b9iV5meBTwI/K9fPBV7JzNfK9UVgY9neCBwCKLcfLcdLUuetGM2I+ABwJDMP9O8ecGgOcVv//c5FxP6I2P/qUKNKUvOG+eX2dwLbI+Ia4DTgTfRWnusjYm1ZTW4CDpfjF4HNwGJErAXOAl5afqeZuRvYTe+OjomqJLXRiivNzLwlMzdl5hbgRuChzPwQ8DBwfTlsJ3B/2Z4v1ym3P5SZRlHSVDiZ39P8FHBzRCzQe87yzrL/TuDcsv9mYNfJjSgdn79upEmreu95Zj4CPFK2vwdcNuCY/wFuGMFsOgm+tVAaD98RJEkVjKYkVTCaklTBaEpSBaMpSRWMpjrLXzdSE4ymJFUwmpJUwWhOIX+xXRofoylJFYymJFUwmpJUwWhKUgWjqU7ydzTVFKMpSRWMpiRVMJqSVMFoSlIFozllfDeQNF5GU5IqGE1JqmA01Tn+jqaaZDQlqYLRlKQKRlOSKhhNSapgNCWpgtGUpApGU5IqGM0p4lsopfEzmpJUITKz6RmIiB8DzzU9xyqcB/yw6SEqOfPkdHHuWZ75VzLz/JUOWjuCbzQKz2XmtqaHqBUR+7s2tzNPThfnduaVeXouSRWMpiRVaEs0dzc9wCp1cW5nnpwuzu3MK2jFC0GS1BVtWWlKUic0Hs2IuDoinouIhYjY1fQ8SyLirog4EhHP9O07JyIeiIjny+XZZX9ExOfKz/B0RFza0MybI+LhiDgYEc9GxMc7MvdpEfFoRDxV5v502X9hROwrc98TEevK/lPL9YVy+5Ym5i6zrImIJyJibxdmjojvR8Q3I+LJiNhf9rX98bE+Iu6LiG+Xx/Y7Gp05Mxv7A6wBvgtcBKwDngLe1uRMfbO9G7gUeKZv358Cu8r2LuC2sn0N8I9AAJcD+xqaeQNwadk+E/gO8LYOzB3AGWX7FGBfmede4May//PA75bt3wM+X7ZvBO5p8HFyM/A3wN5yvdUzA98Hzlu2r+2Pjz3A75TtdcD6Jmdu5IHW9x/jHcDX+67fAtzS5EzL5tuyLJrPARvK9gZ6v18K8BfABwcd1/D89wPv69LcwBuAx4G30/uF5bXLHyvA14F3lO215bhoYNZNwIPAlcDe8j9q22ceFM3WPj6ANwH/tvy/VZMzN316vhE41Hd9sexrqwsy8wWAcvnmsr91P0c5/buE3qqt9XOX09wngSPAA/TOQF7JzNcGzPbzucvtR4FzJzsxAJ8FPgn8rFw/l/bPnMA/RcSBiJgr+9r8+LgI+E/gL8vTIF+IiDfS4MxNRzMG7Oviy/mt+jki4gzgK8AnMvNHJzp0wL5G5s7Mn2bmxfRWb5cBbx10WLlsfO6I+ABwJDMP9O8ecGhrZi7emZmXAu8HPhoR7z7BsW2YeS29p8nuyMxLgP+mdzp+PGOfueloLgKb+65vAg43NMswXoyIDQDl8kjZ35qfIyJOoRfML2XmV8vu1s+9JDNfAR6h93zU+ohYeqtv/2w/n7vcfhbw0mQn5Z3A9oj4PnA3vVP0z9LumcnMw+XyCPB39P6CavPjYxFYzMx95fp99CLa2MxNR/MxYGt5xXEdvSfI2/z5ZvPAzrK9k95zhkv7P1xeubscOLp06jBJERHAncDBzPxM301tn/v8iFhftk8H3gscBB4Gri+HLZ976ee5HngoyxNYk5KZt2TmpszcQu9x+1BmfogWzxwRb4yIM5e2gd8EnqHFj4/M/A/gUET8atl1FfCtRmee9BPRA57ovYbeq7zfBf6w6Xn65voy8ALwf/T+9rqJ3nNQDwLPl8tzyrEB/Hn5Gb4JbGto5nfROxV5Gniy/LmmA3P/OvBEmfsZ4I/K/ouAR4EF4G+BU8v+08r1hXL7RQ0/Vt7D66+et3bmMttT5c+zS/+/deDxcTGwvzw+/h44u8mZfUeQJFVo+vRckjrFaEpSBaMpSRWMpiRVMJqSVMFoSlIFoylJFYymJFX4f35+BHwyowelAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Obarveni objektu\n", "from skimage.color import label2rgb\n", "image_label_overlay = label2rgb(imlabel, image=imthr)\n", "plt.imshow(image_label_overlay)\n", "plt.show()" ] } ], "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": 1 }