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Operasi Image Filtering dan Thresholding.ipynb
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| { | |
| "nbformat": 4, | |
| "nbformat_minor": 0, | |
| "metadata": { | |
| "colab": { | |
| "name": "Operasi Image Filtering dan Thresholding.ipynb", | |
| "provenance": [], | |
| "include_colab_link": true | |
| }, | |
| "kernelspec": { | |
| "name": "python3", | |
| "display_name": "Python 3" | |
| } | |
| }, | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "view-in-github", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "<a href=\"https://colab.research.google.com/gist/odtmusisi19/068d8e1960e1e3154ccbc9bf594c0e41/minggu-3-operasi-image-filtering-dan-thresholding.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "lBQ_QfkLTaO5" | |
| }, | |
| "source": [ | |
| "# **Operasi Image Filtering dan Thresholding**\n", | |
| "\n", | |
| "Pada minggu sebelumnya, kita menggunakan Jupyter Notebook/Google Colaboratory untuk membaca dan melakukan operasi sederhana pada citra: Sebuah citra digital dapat kita sederhanakan menjadi sebuah matriks yang menyusun tiap bandnya. Dengan demikian, kita dapat melakukan berbagai operasi terkait matriks tersebut. Kita telah menggunakan Google Colab untuk memanggil dan mengolah citra dengan OpenCV maupun citra satelit dengan menggunakan Rasterio.\n", | |
| "\n", | |
| "Minggu ini, kita akan membahas mengenai bagaimana sebuah citra bukan hanya dapat dianggap tersusun dari matriks, melainkan juga sebagai sebuah *fungsi* matematis yang dapat diolah dengan menggunakan berbagai operasi matematis. Notebook ini berisi pembahasan mengenai 1) Filtering/*Convolution*, 2) Thresholding dan 3) Edge Detection. \n", | |
| "\n", | |
| "Pada bagian akhir dari latihan ini akan diberikan aplikasi dari pembahasan di minggu ini, yaitu bagaimana melakukan deteksi garis pantai pada citra satelit." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "y9fR4ebjB2XK" | |
| }, | |
| "source": [ | |
| "## Image Filtering" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "KAn0e2N8z8No" | |
| }, | |
| "source": [ | |
| "### Konsep Filtering\n", | |
| "\n", | |
| "Image Filtering (atau *convolution*) merupakan salah satu teknik pengolahan citra yang banyak digunakan. Filtering menggunakan prinsip pengolahan citra sederhana dimana setiap band pada sebuah citra dianggap sebagai sebuah matriks. Selanjutnya, operasi matematika dilakukan pada matriks tersebut untuk memperoleh atau menguatkan fitur tertentu yang ada pada citra tersebut. Operasi Image Filtering sering digunakan sebagai langkah awal dalam pengolahan (pre-processing) citra, misalnya untuk menghilangkan noise atau memperkuat fitur dengan ciri tertentu pada citra.\n", | |
| "\n", | |
| "Image Filtering bekerja dengan cara menjalankan sebuah *'kernel'* (ingat biji jagung: berukuran kecil) atau matriks persegi dengan ukuran tertentu pada seluruh citra secara bertahap. Inilah mengapa operasi kernel pada seringkali disebut sebagai *'moving window'*. [Link berikut](http://setosa.io/ev/image-kernels/) memberikan penjelasan yang sangat baik mengenai bagaimana sebuah filter bekerja.\n", | |
| "\n", | |
| "\n", | |
| "\n", | |
| "Dengan perkembangan pada bidang Deep Learning, Convolution menjadi salah satu teknik penting yang digunakan untuk mengekstraksi fitur level rendah dari sebuah gambar. Karenanya, memahami konsep ini diperlukan untuk memahami bagaimana cara Deep Learning bekerja, khususnya pada metode seperti Convolution Neural Network (CNN). Lihat [link berikut](https://poloclub.github.io/cnn-explainer/#article-convolution) untuk memberikan gambaran bagaimana algoritma CNN menggunakan convolution untuk mengenali sebuah objek.\n", | |
| "\n", | |
| "Jika istilah **filter** terasa familiar bagi Anda, mungkin hal ini karena banyak sosial media (seperti instagram) yang menggunakan [prinsip yang sama](https://onezero.medium.com/how-instagrams-viral-face-filters-work-5c98ba05122f) untuk mengolah foto dari penggunanya.\n", | |
| "\n", | |
| "" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "0ZHyHIbGCRnQ" | |
| }, | |
| "source": [ | |
| "### Melakukan Operasi Image Filtering dengan OpenCV\n", | |
| "\n", | |
| "\n", | |
| "**1. Low-Pass Filtering**\n", | |
| "\n", | |
| "OpenCV memiliki [berbagai operasi](https://docs.opencv.org/master/d4/d13/tutorial_py_filtering.html) yang dapat digunakan untuk proses filtering, diantaranya: Averaging, Gaussian, Median filter dan Billateral filtering. Pada bagian ini akan dilakukan beberapa percobaan menggunakan fungsi-fungsi OpenCV untuk melakukan Image Filtering. Gunakan data yang diberikan sebagai latihan, atau gunakan gambar yang dapat Anda temukan dari internet.\n", | |
| "\n", | |
| "Sebagai latihan pertama, akan dilakukan filtering pada gambar `cat.jpg` dengan menggunakan kernel berupa matriks berukuran [5x5] sebagai berikut:\n", | |
| "\n", | |
| "K = \n", | |
| "$\\frac {1}{25} \\begin{bmatrix} 1 & 1 & 1 & 1 & 1 \\\\ 1 & 1 & 1 & 1 & 1 \\\\ 1 & 1 & 1 & 1 & 1 \\\\ 1 & 1 & 1 & 1 & 1 \\\\ 1 & 1 & 1 & 1 & 1 \\end{bmatrix}$" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "77srTZbgTOMs", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 1000 | |
| }, | |
| "outputId": "65d1f31a-7aaa-42da-b307-9dc2efdd6ec7" | |
| }, | |
| "source": [ | |
| "# memanggil modul yang diperlukan\n", | |
| "import cv2\n", | |
| "import numpy as np\n", | |
| "from matplotlib import pyplot as plt\n", | |
| "from google.colab.patches import cv2_imshow\n", | |
| "\n", | |
| "\n", | |
| "#bgr\n", | |
| "img = cv2.imread('profile1.png')\n", | |
| "\n", | |
| "#rgb\n", | |
| "cat = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n", | |
| "\n", | |
| "# tampilkan gambar awal tanpa filter\n", | |
| "cv2_imshow(img)\n", | |
| "\n", | |
| "\n", | |
| "# membuat filter: matriks berukuran 5 x 5 \n", | |
| "kernel = np.ones((5,5),np.float32)/25\n", | |
| "print(kernel)\n", | |
| "\n", | |
| "# lakukan filtering\n", | |
| "kucing_filter = cv2.filter2D(img,-1,kernel)\n", | |
| "\n", | |
| "cv2_imshow(kucing_filter)\n", | |
| "\n", | |
| "# salt and pepper\n" | |
| ], | |
| "execution_count": 7, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<PIL.Image.Image image mode=RGB size=512x512 at 0x7FA4AA84EC70>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "[[0.04 0.04 0.04 0.04 0.04]\n", | |
| " [0.04 0.04 0.04 0.04 0.04]\n", | |
| " [0.04 0.04 0.04 0.04 0.04]\n", | |
| " [0.04 0.04 0.04 0.04 0.04]\n", | |
| " [0.04 0.04 0.04 0.04 0.04]]\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<PIL.Image.Image image mode=RGB size=512x512 at 0x7FA4AA7EF970>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "PBcp-lwtIa_2" | |
| }, | |
| "source": [ | |
| "Selain menggunakan `imshow` seperti di atas, kita juga dapat menggunakan modul Matplotlib, seperti berikut:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "57dDiD17lWMc", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 431 | |
| }, | |
| "outputId": "1cc2ddb0-fc5c-4731-cd15-819229e41b3d" | |
| }, | |
| "source": [ | |
| "# perbesar ukuran hasil plotting jika diperlukan\n", | |
| "plt.rcParams[\"figure.figsize\"] = (15,15)\n", | |
| "\n", | |
| "# plot pertama, gambar asli\n", | |
| "plt.subplot(121),plt.imshow(cat),plt.title('Original')\n", | |
| "plt.xticks([]), plt.yticks([])\n", | |
| "\n", | |
| "# kedua, hasil filter\n", | |
| "plt.subplot(122),plt.imshow(kucing_filter),\n", | |
| "plt.title('Averaging')\n", | |
| "plt.xticks([]), plt.yticks([])\n", | |
| "\n", | |
| "# Plot!\n", | |
| "plt.show()\n" | |
| ], | |
| "execution_count": 8, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1080x1080 with 2 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "ZyNL7H9DKBLy" | |
| }, | |
| "source": [ | |
| "> *Mengapa hasil plotting berubah warnanya? apa yang perlu dilakukan untuk mengkoreksinya?*" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "3qY1YZKlNoIJ" | |
| }, | |
| "source": [ | |
| "Pada script di atas, kernel dibuat dengan menggunakan fungsi numpy (np.ones) dan moving window diterapkan dengan fungsi opencv (filter2D). Kedua fungsi tersebut dapat diganti dengan menggunakan perintah `cv2.blur`." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 529 | |
| }, | |
| "id": "6SDXfHixNpRO", | |
| "outputId": "93eaa732-0f08-479f-a51f-538be66442fc" | |
| }, | |
| "source": [ | |
| "kucing_blur = cv2.blur(img,(5,5))\n", | |
| "\n", | |
| "cv2_imshow(kucing_blur)" | |
| ], | |
| "execution_count": 9, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<PIL.Image.Image image mode=RGB size=512x512 at 0x7FA4AB3377F0>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "z4SmuOtpH3Mi" | |
| }, | |
| "source": [ | |
| "Sekarang, bagaimana jika kita rubah kernelnya menjadi seperti berikut?" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 583 | |
| }, | |
| "id": "jbR6wnUmISSO", | |
| "outputId": "4ea2aa48-03f4-436c-b5a6-4e1b2c34c8f6" | |
| }, | |
| "source": [ | |
| "# ini adalah cara lain untuk membuat sebuah kernel, \n", | |
| "# yaitu dengan menggunakan np.matrix\n", | |
| "# kali ini, ukuran matriksnya 3 x 3\n", | |
| "kernel = np.matrix([\n", | |
| " [1, 1, 1],\n", | |
| " [1, 2, 1],\n", | |
| " [1, 1, 1] \n", | |
| " ])/25\n", | |
| "print(kernel)\n", | |
| "\n", | |
| "# buat lagi filteringnya\n", | |
| "kucing_filter = cv2.filter2D(img,-1,kernel)\n", | |
| "\n", | |
| "# tampilkan\n", | |
| "cv2_imshow(kucing_filter)" | |
| ], | |
| "execution_count": 10, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "[[0.04 0.04 0.04]\n", | |
| " [0.04 0.08 0.04]\n", | |
| " [0.04 0.04 0.04]]\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<PIL.Image.Image image mode=RGB size=512x512 at 0x7FA4AA27D7C0>" | |
| ], | |
| "image/png": 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++4mci5t1XC25bWUpLz7HDMGzazEGUgnIOuACrnws4OI9ACn+9BRFauqwWpIUf8T+vIO2Be8AgBgikfQDzu6a3eCLB4D0fvuJgo/lJlYbkl3/Ym8cPPgWXgqGkgEXcrVu8GVLQDL97ykmappYrll2/oiDxMghcIy74gQxSC3o7K7WDb7sCkCm//3E3lO5oaqUQ7/iIMzMMQLR63mDrAMu4TqLgAsGgEz/e4qJ2iaWa2oaeeFLHIYZYuTggeLrH5YMOLvrdAIuVQKSrZ+91e39j1UlWz/FMaIH5yB40D+MHlILOrsrbAm9VADI1s++YnKOqpLaRt75EscIAYKHECD9+WckA87rCltCLxIAUvzpL2Z2TWxqqf6L43CMEDzE+ObPSgac16W7wRfpAUjvt7c4eGoablumt7+BhfgERY7xg7Mj0g84r4t2g8+/ApDpf48xORebWm79FMcjBorw4eFBWQec0UUXAedfAcj0v7+Y2bXU1NL+FUdjZo4EFIE/yQBZB5zL5RYBZ14ByPS/zzgEqf+IkzHECCEAEeiPZpCyDjiXyy0CzrwCkOl/n5F31Dbkpf4jTkOBo4f4+cPRsg44lwstAs65ApDpf78xe09tK/UfcapIED9pA+zIOuAsLrQIOOcKQKb/vUbEwbP3HCWfxWmYINKeAQCyDjiTSywCzrYCkOl/z3GM7BxHL7e/iVMRfboR6Od/QtYBJ7vEIuBsKwCZ/vcch0Decfi8bivEx5gIiD7eBfQrWQec7uyLgPOsAGT633/b+o8EgDgdMxDB4VeJyDrgRGdfBJxnBSDT/95jjoG94z12bgjxCWZmOq6WKOuAE513EXCGFYBM//uPY2TvyXt5/VGcARMwM/NxU1BZB5zivIuAM6wAZPo/ADFuGwDyWRKnYwBmOOGLSdYBpzjjIuAMAeCYHYNM//uMg2cnDQBxLgwnD9qSAUdzBI7hLHPuU0tAjtkRe5n+9xrTdguQHAETZ3Tqd73Ugo7mmR2xU3xiFejUFYDUfwaAmUNg70CuABI9I+uA45yrCnTSCkDav4PAMbJ3HII8ASbO4rxfRrIOOMK5WsEnrQBk+j8I2w2gUv8RfSXrgCOcZRFw/ApApv9DwSGQ9xyk/iP6S9YBhzrLIuD4FYBM/wcjRghB3gAQZ3SJb3tZBxzq9EXAkSsAmf4PCBNxjO+94i1Ef8g64CCnLwKOXAHI9H84mCkyRZZPljgTBEQEuMzQLOuAg5y4CDgyAOTw12AQQYwco9wCLc4GAVDBuR8o35EM2N+Jh8KOKQHJ4a8B2dZ/5AogcUaoABEvFgAgtaBDnHIo7JgVgNR/hoSIY5Q74MQ5IaJSoC47Iss6YE+nVIEOXgFI+3dYmCLHKGeAxTkpBUoBnvNB2TfJOmAfp7SCD/4UyvR/WDgSyApAnBUqBUqDungAgKwD9nP0IuDgT6G0fweGIlMEeQhenJFSoK8UACAZsIejW8GHlYCk/Ts4TMRRToGJs7riCqAjtaBPHdcKPuxTKPWfoeGuCXzo+91CfERpMAaUvua/U9YBHzuuCnTACkDav8PDzBSBSE6BiXNSGrQGfdUAAFkHfOi4VvABKwCZ/g8PMxMxkcyWxDkphUpfYRfQr2Qd8IEjFgGHrQCk/TsszAzEVzgDjAhKbY8GEbMsOcYMERSCuuBJ4I/JOuA9jsApcMyzvX9D9g0Aaf8O0mkvd39Ka2WNThNtrbFGaa27rnOI5H1sXXA+xEjyVTMmCN1NQLcccyUD3nNoK3jfAJD6z1Dx+VcAiKC1ShNT5MmsSIssSRJjrVJKdSuAGMn5WNVuU7ZV3TZtCCHK185IoAK8+DHgT0kGvKmrAs0Zkv1+Mw5ZAUj9Z3C2o/85h16tMU3sfJbeLbLFLCvyJE2MMVqp73fDMEMIsXWhrv26bJ6W1XrTtC6QvEk5Akqh1njFPaDvkQz41aFVoL0CQOo/w8VwtvEfEazRRZ483hePD7N5kaap0Vr9utZEBGu1tTrPktksKfLkr3/WT8u6aV2M8lU0bGgMGAv6pOfEz0Uy4FcHVYH2+ixK/WeomIHPs1NCKUwTs5hnv32ZP9wXRWat0Z9+r2mNeZZorazV1ppvz2VVOykHDZtNIM3AJrf+OLYkA35yUBVo7xWA1H8GieEc479SmGf24b7487fFYp5nqVF7l4ARIU2MQmWMzlLz9z+bddk6F6Q1PEiIYCwmKZherAA6kgGvHVQF+vyzKPWf4eKuAHTa566bxX95mP3X73eLeWqtOWL7n7VqrlKjVZqYv/7ZLNd13fgoNxQNDSKiMdc/BvwpyYDX9q8CfR4AUv8ZslOn/1qrIk++Ps7+6/e7+Sy19vhve62xyBOjVZKYLDXfnquybr2XctCgaI3GYj8aAD+RDNjZvwq03wpA6j8DxScdBegqP18fZ//jj/vZLLXm1I0fiND1ja3RWZZ8eyrXZdO0PgT58hoGNBaSpFf1n9ckAzr7V4E++URK/WeyECFL7eN98efvd/NZak4e/XeMUd1iosjt07J6XtZl1com0WGwCSRpfzrAv5IM6OxZBfokAKT+M2wIcNShza5ze3+X//n73bw45+jf6dYW1ugstfMi/basVqu6apxUhHoNEYzBJO3JHtD3SAbA3lWgPVYAUv8ZLsTtHweyVi/m2Z+/3S3mWXJC3f9jxqiZThNr8jyZF2l3XkwqQr2FqNBYMOaaLwEcRzJgzyrQRwEg9Z+hQ0TYXtF2AGvUvEj//P3u/i5PE3PRbxxESBJtTJYmZlakz8vqaVlJRainth3gfu3/eY9kwD5VoI8CQOo/g4eIB97aqLUq8vT3r4vH+yJLj9nxeYRXFSEz2y4F6qr2zksM9AjargNsb/2B7GviGbBPFeizFYDUfwbtwBLQdtvPl9nXL/M8S/Y/7XUWu4pQkdt1ma3W9aZsq8Y5F+XEQA8g2AT7dAZ4H1POgH2qQL1u5ohTHRIACJAm5uEu//3LYpYnWt/g+2RXEcoyu5ilZeXWm2ZdNlXtWic3S98SKoVJCml2/YfATjTlDPjUuwEgDYARQFT4+pbODxmjZkX625fFbJacfdvPQbp7h7rm8GKellW+Lpv1Rm6WvilrMc3QJjd5COxEk82AT9sA7waANABGYd8VgFKYZ8nXx9ndIktsL9aFiJBYbY3Os2Qxy8pFuynb1aapqrZuQwhR2gNXhJikmBeQpLf+SI40zQz4tA3w4QpAGgBDh93zHQj4yXHgxJq7u/yajd89IYIxypgky8x8lt4vutVAs6lc0zjnJQauAZXCNIMsBzuYDvCvJpgBn7YB3g4Aqf+MBaLqqkCK+d0wN0bNZsnXx1lRJFr3dIHf3UqUJnZWJPeLfFO267LZlG3TeudiiFIXuiRjMM0wSYdY/3ltghnwcRXo7QCQ+s94KAVag1JAbweAQswz++VhdjfvS/HnA1qj1jZJTJEnd4usrF1ZtVXt6sa3rTxBfCmYZpAXkAxp/897ppYBH1eB3l8BSP1nFFAp1AaVZghv/oIk0XeL/Mt9kWW2V8WfDyiFaWq6GLhf5E3r68ZXXRK0XRJEIkmC8+j2/2CWgxlDAMDEMuDjKlDfZ3ziRKg1ag3vFHaMVkWefn2YzYrU9LX4855XD0/axZycy5vWV7WvalfXrnWhdcH7GKNEwWmM3dZ/en8DxP4mlQEfeCMApAEwKkp3K4Bff6a7nPnxPr9b5Eky4KmAUpgonVhd5MliHp0LTRua1jeN3y4IXGj9duOQfF0fCpMUhrz/5z3TyYAP2gBvfNtLA2BMUCnUGt+a3RutZkX6MKjiz8e6AwRpYmYFh0jOBedj2/qmDV0YOBecf1kWSIVzD6g0phnmxaD3/7xnIhnwQRvgnRWANABGQ+s3H/Drrvt/uMtnRWqHVvz51G5NwAyRKPjY+m5l4Ns2tC44F+rGVVVd1eQ8MLMsDd6WJFjMMMv79gbkuUwhAz5oAwx44S/2gai2bQDE148DW6Pn8+z+Ls/Sy973eVuIYLQyWmWZJeIQyfvoffQh1k27WSeb0jofQiAfovMUQgyRXxrIw4gERFSISqNWymjV3eHR/cfGyF0L5Mh4Q4VZjrPF+Oo/r00hA97zcwBIA2BsEFAbNAaV4hi7H1OIWWYf7vJZnvZ24//Z7ZYFAMAMzqV3M1PX1vsQAjkfmzY6H3ygGClGCoF8IB8pRuoi4darBESE7lxHl2rGdCO+0gq1VsYoa7QxCgFiZBeiDzEEal1o2tC6GONhPRC0FosZFuOs/7w2+gx4rw3wcwBIA2B0EI1BY9GYXQBYq+/m2dB7v6dABGuVgiSzwExE7AP5ELvRn4i7SOj+ePlBisQUOXZ/0f3BzMTMsMuHQ5YO2H0kuw9p+34bdtd4b//QSmmN3SivFCrsxnqdWJVYba3WSimF2wz4cQUQIsVIrYtl5dalq2pXN8GHuFcMIGKaqdkC0uyIR+UGZ9wZ8F4b4K0VgDQAxgW1UTZBbQBa6K79ye39XVHc6MrPHlIK00SnybbMzbwdQLsZdIzcLQFiJB8oRI6xywCi10nA215C9493gYAALwMJ/jSidE/14G7g797vge+j/27ot2Y72f+h2mOUffnBD3r4zBwCtYusavymdMt1sy7bfWIAtcFiBsVsWPc/n2LEGfBeG2CiE8BJQaPRWjTbz3XSTf8v+dbj0CF2R46/RwIAMDMxbIf+yMTboX+7BtiO/tsM6CIBeDt13g7RP0bA7rm23fi9i4FupNfbGPg+/T/0cbfuf257WiK3i1lyt0hXm/ZpWa82bdP48O5DC4hphrM5ZvnQr384yIgz4E0SAOOHSqO1qA0gKoQss3fzPM/sld97GTpE1Aj6s80w/DoMun8QXhYB2xR4/b8JR4zpx9EK88wmiZnldjFLvj3X/zxXZeVa98ZSAI3BvMDZAuyY279vmlQG/BAA0gEeJ6XQWLQWlbIa50U2n6VWpv+XgbvZfi/p169v5slf38rluql/WgogYprh4h7z2eCefzmLUWbAm31g8+OvkA7wKCEaq5JEJTazeLfI8vzazz2KXjFGzXVijc4yk3+zfz9VZdU6v90jgMbibI539+Pe/fmx8WXAm33gX1YA0gEeI2UtplmS5/OE57NUqv8CEbPUGK0Sq7PU/OvvzXrTtC4yIGa5unvAvJjm9H9nZBnwZh9YegCTgMboNE3nxV1GhUz/xQtj1LxItFbW6v/+j1qum5Y1zBe4uJ9g9f9XI8uAX30PAGkAjBgqlebpnZ7dpbH/l/6La1IKi8xolVuj/v23WZFxD48hy2hEd3+eYkwZ8GsbwLz6OWkAjJBC1kApUJ7hQ5YWKsjef/GTrhykEBOrl9GUialSriG0oCPLV8t4MuDXNsCPKwBpAIyLRk4hztDP0RcqpIgW9FCuuBFXliRaG5WBbiHWWC4hfaa0RONZlgIjyYBf2wBSDRgtjZRDvEd3r9ocokFSMvSLD2mFGigFV0AswOcq/ofzNVjPSr50xpEBP5EAGKdu9H9U7SO2GUYNsrIT+0IAC1EDGSSNBFSsIXGyDhhjBkgAjBACp0APqn3ENscgE39xBAWcQwCoCTGCimClHwCjy4BtAMgWoDGxSHP09+gyGf3FCRA4h/CATQPas6rAyBcTDDwDftoIpF5+VLYAjcSu9J9D1DL6i9MgcA7+CzYLdBalkLhFDJGoidFFirS79mkAuo1A/uXjVbsflS1A42CB5ugL9Ea+XcU5GKAZ+AdsM4iDmehe3kAzwBE4ht1cXxo7o6KQM4wz9CkSDuQrUvRfAmGBbiazih8NNANekwAYFQOUQ8wwSulfnJECziDM0aeynexHQ88ABdIBHotu80+OIQGZ/oszSyHOwMu2gl8NLgO2fWBm6AJAOsDjoBASjClGWaeLs9NAKYYMokEZKH42rAx43Qd+WQFIB3j4NJAFMjL9F5eRAGUYrFSB3jKgDHjdB5aDYOOhgS2S6fFXnhg0CzGDmCCV8iX2liGeD5AAGA/zsgK49QcixkkDGyC5VuQDg8sACYCRQGCNbICUlGjFZSggBaSAUW6Ufd+wMkACYCwQNLBGubJLXJAG1kAKWe4F+sCAMkACYCQUAAIjsEzOxOUoYAOsgWNfR7SeGEoGmJLkEMAYILCSc33iwroyo5bhYg99zoDuKECJbDaR5BDACCCA2q4AhLgUDayB5SzYnnqbAd1RAAAyJckhgDFAkKKsuLhuoYnSBd5bPzOgexsSiKUHMB7yLSkujUE2mR2snxnQkQAYie47k3vzhSVGiQEIkGS1eaDeZoAEwEiwzM7E5RFgBLlq6hj9zAAJgJFgQJIqkLiwyBgZqQcj1xD1MAMkAEaCtisABJAOnbiUlxWABMCR+pYBEgBjwRARIyOhnAYQl0KAARTJBOMEvcoACYCRYMDIGFARo1wHJC6BQEVQJCuAk/UnA4xjkGPA4xBBBVABlFwIKi6BAAOqKNdNncPNM8AzA6ApSQaLkQiAnjGizM7ERXhQnlWQ6f+Z3DYDHLNjNnIGeDQiYAAVpQ8sLsODalg71rf+QMbjhhnQjfzSAxgPYvSoPCvpA4uzY0DPugUd5BTYWd12HSABMB4M6Fk51IFVgvHWH44YlQiqBe1ASwf47G6YARIAo7JdpKNKQAJAnJMDXYNpWUtt8RJulQESAKMSQLWgPStClDt7xbkwYAu6YuOkuHgxN8kACYBRIUYPqpUqkDgrAmxYt2CC7AG9pOtngATA2DhQDRuH3gLJ+zDiLFowNdhG6j+Xd+UMkDwfmwCqBt2ylldbxVkQYA1mzVbqP9dBDJGoidFFisR8yWmcfEbHhhgb1hUYzwokA8TJHOgN24qt1H+u5moZICWgEfKgKrYN+ARJSxVInIABG7BrThqQ+s9VXacWJAEwQsTYgC7R5hx191CYEEdxoNdsN2y9TP+v7goZIAEwQgzoQJVsZqANkpEAEEchwBrsitNWpv83cukMkAAYp8hYg1lDkjJpZNkOJI7QgllyuuLEyfT/di6aARIA48SA3eI942CA5EyAOJQHvYHkG6e1XP9wa5fLAAmA0YqMDeoVJylGDazlkQCxt27r5z+cbWTzTz9cKAMkAMbMsyrBJhSN4hxZLocQ+2DABswzZ8+UyuU//XGJDJAAGDMGbEGtOLXMCjjDKM0A8akW9Aqyvzivwchxwl45ewZIAIxcZFUjfKNUK0LgFOV+CPGRFswa0v+mYs1Wer89dN4MkAAYv8CqRvMPZwiA4BLJAPEOB3oNyX/TbMWJvPzVW2fMAAmASQiMFZi/IWOABfgUo/QDxGvdhc9rSP+bZktOpPTfc+fKAAmASegeCyvBEmNQ6h5citGAHBIWAN1tz2CWkP2LijUnLSv5sui/s2SABMBUMKBnZDRE6FHdocsxWoxyWdCUdedFajDPnP3N2Yatk7n/cJyeARIA0xJY1YiRsQE9Bz+DkEC0QBq7fh8DIAEEVhFQARuUAwQDRoARFAMqIA3fD4QzYHdfSAtmzUl33LcGLRf+DM6JGSABMDnd6O9BNWxKDDmEBMkyKWQEIAYCdKA86xTjAlwuN0kMVgtmA0nNxgIZiApYATMAgeoeed90N32ydqzkuO9AnZIBEgBTxICBMXZ3xoGxzBpJMwMAA0TAwIoAM4ga2AJZlAAYngiqAvsfLjZsFbABUtsD4RgAIygH2rGSoX8Ejs4ACYDp6mIggGoAkBkRAIAZ+OVLhwDXYDMMBmQRMDwNmGdOnyit2DAAAiCwQgAA4q4KJMbjuAyQABAAXVH4l/HAgyrZFGwTuU5uaDzoEuzy1U3ODMCAJKP+eB2RARIA4l3E2KLesM0xdAWEW39EYi+7y3xKNoGlvDMhh2aABID4iGdVginYphBTWQQMhAe14WTJSQtymndyDsoACQDxkd27AjkGI3dKDwED1mCfIa3YRJn+T9L+GSABID4RGGswG7YpxFxeGO69FvSakxXJM16TtmcGSACIT3QnhjZsCwhWXhjut+4V32d5xkvslwESAOJzkbEGvQGbcZQXhvusBbPidC13eQoA2CMDJADE5xjQg96AKdhYiHIurJ+6k1/PnDQg9/mIrY8zQAJA7CUyNmC6c2Ea5HXJ3uGXk18btnKlj3jtgwyQABD78qA2bHMOFihFkm5wr3jQa06eOZXpv/jVexkgASD21Z0LW3GSQtTgjRSCeqMr/nzjrGQbZPov3vJmBkgAiAMExhJMCkmCpKQQ1A8M0IJ+5mzJaSujv3jfTxmgUFYA4hDdubAVJylHI4WgfvCg15D+w5ls/RSf2mUAAxulJADEYbpC0FIKQf0QQVWQ/E259H7FnroMcACB5CtGHC4wVmyWnDQy5byp7tK3J86WLOd+xQGIITIHIvmiEQd7uSAoWbN1rEAy4EYc6DUk/3AqSSyOYxIFAODkji9xCGJstjuCyICTQtD1dTt//qa8lOKPOFyKiAhqplSCMncQB4uMFVspBN3ErvizkuKPOBwCZArvjTYJdn8rMzhxmN0lcRlHA5xilDuCrsaBXkH6TXb+iOMgpFplSsncQRyPGBvQS04qeXnqisK2+NM9+CXfwuJg2P2BIF894iSRsWLzzEkDJsqX0+URYAP2H85XnLRy5ac4VpcBcg5AnIQBPag1J5ZJAecox4MvaFf6/4ezBoz8RovjdBcByVUQ4gy6o2HPlBrFCjiTZsDFtKBXkP2bc6m5iRMhIshVEOIsImOD+olTDaSAEyTJgLNzoNeQ/ouKzfb4hRAnkRKQOJvAqgLzBJkBVuAtxlt/RKPiQW0g+TcVK3ntS5zuZfUoASDOprsrVEOqkWfABuR44Xl0F/78xcUzpy0rWVuJU/H2T2amEIgTJYeBxakY0LHagDXESnGBQUsGnIwAazDfOP9GacOy61+cCgFShSninVZmrhUAlYROirbiZAzYgl6y1bIp6BwYsAXzzPlfnFVgooz+4hwyhXdG3RllZgodo0U5DCzOY3tftGwKOocW9BLSf3MuT32Jc0GETKtMq3ujpQcgzi+yqhGeODWyKegEDvQG0n/RbC3bfsQ5Ib60geWrSlxEYFWx/sZp91AJS+3iQB70BpJ/UbFiK9t+xBkhdKcAAGQXkLicwKoE28015uCtrAP25raj/+yZ05a1/K6Jc9qeA0aQABCXs9sUBAAMMAcvtaB97Eb/b5zVsu1HnBu+/AESAOKiugxYg+1GfcmAT3XHff+bZs+cyugvzg4BFKLCbQ3IAECCmCDIUQBxCQzoWW3AMiADLsBJBrynG/3/L82eWbb8i8tASBVmGtNdCcgizBTKUQBxIV0GlGAAMgZYgJfXY37VgllD8n9pvuRERn9xId0psIVWiXoJgAQxUXIUQFzQyzrAMGQMcAcgGbDDAA7MCtL/S7Nu9JdNU+JyUsQEMZEmsLgmBuz2BTEAA96BSzHKOWHezv270T9tZM+PuCT8cW4hASCuhwE9QwUWGEGBZEB3c8YKsm7uLzs+xRW8NIABdgEgfWBxLegZKzRMGSi+A84g4lQLHt3o///RbCWjv7i87TVwCtOX1+C3/1/XB04m+40orsuzqsA8k20iEhHw9IY+ZiZuSP0VU5n7iytB6K4AStV2qH+1ApA+sLiiwMqxapkJvNYKlAZUU+l9MjMRRaohbVC1KDc9iGtAgExhpvDnABDi+ng7EAZmBm1RGwAFo1+GEjERe0/ErKJs+RFXg798d0kAiJtiBiaIEZiYCbUFpUebAczMDCFQ8BwjA4K87iWuCQHxdQ9YAkD0ARPQdj2AxoIyIywHMTMRB88hMBETgZLKj7geBFCACvH1FdDfA0A2Aolb6pYC7JkJDKGyoEZUDiJiIvKeYwAinmDTW9wcQqYxf9UAgNcBIBdCiFtjYAYCCMyK0FjA4XeGmZkIYtyWfZjk20vcRNcBXpjtJRCdH1cAshFI3NyuHMQE2qIyQ10KMAATE3EIHF/KPkLcCML2BohEegCi17blIAYmVhG1edkkOpwY2Fb8A8fAkYCl7CNu74f+LwD8FADSBhC90ZWDGJiYImiDygzjrMCu5hMDxygVf9EHXWGHfynv/BAA0gYQ/cIMzIDbpQAog0pv94n2cDXQDf1EHOO25iMVf9ETCJnCFH/oAMMbKwBpA4i+2VWEKLLSoPRLY6A3RaHt0B85Ro6RibZb/oXoBwTItHqw6qMAEKKvGJiBEZiAIqsISmNXEVIK4EZ1oa7Ny8SROEYgGfpFTyFgrlWmVKZeHwOQABBDwsAAHLcxgAqUBqUQ9bUXBMTMtL3UgeJLm1cKPqKPEAARFMAvPeBfAkD6wGIAmIEjIAFFQMVKAXZJ8BIDF2oSdB3dlzbvtsovbV7Re6lSqfq5/gO/BoD0gcVgMAN07QEEjEDI2wBQ2C0IYJcEeHyN6GXQ3+7sJOpOKrBM+cVAIEKu8N6odK8VgPSBxbB0CwJAwO7PireLgO7uk10GIAB8XxkQff8i5+3/bSv4uxl997cUmXh7LqE7oSbfHGI4EDDTKlM/bwEC6QGIEeHtOM70MuVHQOTvo/+PGbA9qOW/H9B9Gf2ZX96oYdj9rdR5xEAhdm2AN1bBbwSAtAHE8O3CYPcjL5EA2wDYXsofwsuM/ocVAP/wzwoxVAiQKZXpNxoA8GYASBtAjBG/GuUBAICIY+DgSa7oEeOFCJnCO/1GAwB2bwK/9qoNIIQQYsAQulfgMXlrBfBGAAghhBiB7ZD//mz+7QDYtQGEEEIMFUKmMVP40wHgnbd/tGsDJFIFEkKIweo6wPdGv9kBho9WANIGEEKIIeuuAMrfOgHQebfKI1UgIYQYLoRt/Sd9p/4DHwSAVIGEEGK4ECFT6u79+g98sgKQKpAQQgzTBzdA7EiJRwghxmZ3BbT6cBL/UQBIG0AIIQYJIVMqf+cGiJ2PRndpAwghxBB1+3/uzAkBIG0AIYQYIkRIFaZKfTyD/6S+I1UgIYQYFgTIFH7c/u18MrRLFUgIIYal2wB6b/SbN4C+tscKQKpAQggxHF0DID19BQBSBRLnhggaIUG2iKp7uff4F3sHC5FRa9Qpqjlyhmym+Lsgzg8/uwDutc+fhJT3YcS5IIBGSIATBAOQotaQEhaRWiSPEHEKzy6iYtQRbVQpYjoH0BwCYA3YgPKA8dYfoBi0Ty+Ae+3zAJBn4sVZIIBBzhDmCCmCBtCgNGZRaSCnqFXUKg7IAZnH+cWGmtCQsgGTqNKIltFkAJZDBMwBS9RrUC0oyQBxnO7t3/yzA8A7ez0KL68Ei9NphAzhHiFHMMjd47yANrIhlSjKFDtFraZWkUcOyDSSGEDkbujHJKgkYhrQEBoC1T06r4E1ggE0wICGAVtA+VYTx8Dd/p+9qvZ7BYBUgcSJNEKKvPhh9H+ByGCiNsQWVRrJ6+1qwCkKwBGH+1WHilET2qiSgEnEJKKJaBh++W9iUMAJ0AJiQIygnHQExOEQINf71n/ggBWAVIHEsRDBAs/eHP1fYdSMmtGSShX7bVGInGKPHAdWF0JNqEklcTvrTyIYQr17l/5NCjhhWmD0gAQYrvfhijFAAIWYK5V9dgPEzl4BAFIFEicwwDlCgWDfH/13GBWjIjbY1YXI6e1qYAh1oe/VHhtUGjGJaCMYwq7a89k/zmCQMoYFYgAgUPLdJg6AkCnV3QC65z+xbwBIFUgcRyOkCDOEBPiAvcS7upBKIncx4F4WBAE59i4GttUeE1USMP252rP/B8tggQuIDlUEbqUQJPaGgJnGe6M+Pf+1c8gKQKpA4kAKIQGeIWQI+qih7Me6UKaoaxQ73NaFejBF3lZ7bMR0/2rPR/97zAnwHKMDjABBMkDsAQEUQq5UqlRy9hUASBVIHAhfFX8+KP3vg1ExJsQWMVUqi11diFr1PQauPi9BZNSMptvRHw6t9nxIw7YQ5EGT7AgS+zi8/gMHBYBUgcRBun2f80OLPx9AZDQRDKmEXlYDilpF/qp1IURG81O1h9DQodWeDzAY4AJiixgBHaB8y4mPIWB+YP0HDl0BzLUqiR2zLALEx3bFn/TY4s8HGHVETWhRpYq84lbHVrFDCgiXrAuh6k5yRUyCSl+m/PqNbZ2n/6uYLdACyQNGUFIIEh9AgFzjvdF3Wu9f/4GDAgBkESD2gwAWuFDbfZ8X+rds60JoFSdR5S+HyLpto2c9TozIqBhNxORl1m8jaEZ90b2pGjjluEDsdoXKpEu85/v1n4eM/nBoAEgrWOxDI2cIs/32fZ4KkdACG1IJfT9O7HC7X+i09sCu2vN96D93tecDDAY4hzhDDFIIEu849PqH1w4LAJBWsHhf9w61hpcLfwD09f7dyKCj1sQJqiyS2x0gOPKaua7aszvEq5LLVXs++ii6QhBEUlh1V8UxyHee+AFCrtT+1z+8dnAASBVI7HQjvgLWAApAI2gAA5Ah5Aj6FhPWl7qQUSqNnOlDr5lDZFCsXu/tSbbVHrjNulcDp0z3HBLQDsADMiDhdoeo5IF42f5/cP0HjlsBSCt4qhgYgAiJtUKj0SjUABrAbG/3/J4B6grFnw+gIlRw0DVz36s937d1EuqXK9tu8V/RYTDIimKCtG0GIBKjB/QAAdBHCoF8ZDYajObDp4FiuLr274PRVwoAkEXAhDAQcySOkQPFEClEDhGJZnmSz9JZnnQjvgLQwIh7PDB0TR9eM8fgX35ZV+0xUaXbq3tuUe35CLMCUMwWAQCZgREDYACIDGXtVss6NJ6thiQBo5VWaDQYA9aAViAv+o3X0e3fzjEBIK3g0WJmIo7EIXKgGCP5yCGyD+Rj9CH6SCEqZj3PHv7rPkt0Yvs15r/pzWvmABrSGMkExu9T/tMO8V4cAwDj9rQwJAhtG6rlxv1r6WrHWrExaLQyWlmDqYU0AWuUVqg1WgNWg9YgS4Sx2N7+pg+4/e0nxwQASCt4JJiZIRIHot0c30cOgXfDvY8UI4RIgShGisxdN9XHIjWzzFpz0LmTW/rpmjmGNETrKATWfan2HChGaqp2+c+mXJWu7RY0iAqVUmi6Ed9AlwfGYGIgTTCxaBRqvf0FRoNW8hjlUCFkSuXHjv5wdABIFWiYmLuSzraY0434gUOk7Rx/W+ThECkSBSJ6O+Hb1j8/V/N5miQ6SY78KrqNri6kTENYtuScV0YZYwb3hcwArg3rZbVZV97tro5mJo5EEAI0LQAgIiqltAarwRo0RhmNRmNiMEkgtcpo1BqMRqvRGDBaSkZDcdzp39eOXwFIK3gAmJmoG+u3c3wfKQT2kbYT/EChK/F3c3zi/bZLxkhV1T49VXmeGKPVsROQW/Ehburwn2+ta91inhQFWnv2A8uXFUOsynb1XLWN/+CzxswcI8UIDgAAAVHhy4hvwGplDBqNxmBqMbVoDWqNWuM2MKRk1FOI30//XnsFALII6KOXCX6MFLppPsVug8hLEZ98pG2JP1IkIoZj32F3LqxW1XyepqnNc3ve/5KL8j5uavefb5un59q33rUBoCgKGFAGMHDb+NVzWW3q6A94QpiBmRiIwHuooVshoFaoFViDr5YIkFhMrUosGg3bkpFGI13lvkCA/IT2b+f4AJBFQD90g36MrivjbOf13+f436f/kSIxnS2tibiu/dNTNZul1mpjhjFP3I7+/2xW67ZpQ3SRY/flO6QM8C6W62a9rFzr+aQZGDMzB4IA0Dp4KRmBVmgMWtMN+l3DABOLqcXEojUqsZgY0Nc76ide2z79aI/c/blzUvVWFgG3wxxpO6lvQ2hdbHxsfXShK/VQiByJ9y7pHMf7sF7Xz89pllmtB9AN3o3+z+u6cYGZmdk5go0DgKFkABE3tVs+l03VxnjmyVdXMoIYwXkAQEBQiEp1JaPuD5VYlaeqyL5HgnQOrqvb/flw2ugPJwaALAKujikQ+dCN9bFxofGxcdEFciH6wETXzGLmbTd4NkutNUnS6/ngT6M/vYpG5+KAMsC5sF7Vm1Xl2os/G8zdWZDvXWVEhWg0polKLKaJyhOVZ5glKk26FoIkwaUhQKbUw8nTfzgxAEAWAdfDFGJsfahaX7ahbrfzfRcoxDMWdg4VApVl+/zcdYOz3naDfxn9f/4FP2TADKzpaQaESHXZrp7KtnZ8gwfRmInZEThPiKC16loFqVV5puaFmucqSzGRGLggRMj1qdX/zqkBIIfCLm879Puy9evabepYu+gCRTq6f3tebeuXy2o2S9PUZFkfu8Gfjv6d/mcAA7jGr5ZltalDOKD3e5EPhhlCiCFA1aBWmFiVrfVipu9malFIDFzI7u7P/PC7P391hh3ccijsYn4c+td1qNvoAp+77HsiIq4q9/xcdt1grfvVDd7t+fl49O/0PAOCj+Wm+XTr59Uxx8h15NZR3cZ1qReFvpurRaGyBBMrMXBGiJB3h7/O8Y12hgCQKtAFMEWKjfdl0+ehf8f7uFo1s1mVprYokv58v/vwMvqvPh/9O68zYDYD05sMIOamdqvnsqmaGG88/X8TE3HTsvNUt3FV6UWh7+f6boZdDIiT4fbwlzrl8Ndr51kBSCv4nJijD6Fsm+eNW1Y9H/o7zNw0388GW9uLbrAPcVMdNvp3fswANKYXnQ3vwmZVr5fX6P2eYhsDrae6ietK38/N13u9KDC1cqbsVAi5Vg+nHf567TyH+GURcC5MFBvv1lXzz9qtq9D4ng/9OyHEzaZ5eqqyLNFa3bwbfPTo33mVATCbJTfPgBiprtzquWxr9979HL3CTNw69oFaR3Vrf3/QDwuVp2B6MTkYIgRQgLnGO3v85T8/OU8AyCLgHJhCDJVrnzfNt40vm+hCT9q8e2rbsFx2Z4NNmt7ygqBXo39zxOjfeckAhFtnQHftz+q53Kxr73s9/f8JE3HdQozsvGla8/VBzXNMjFw/dwyE7uGX+zNN/+FcAQCyCDgRc3Teb5rm27p9LkPt6NZ7PI5A1F0QVBZFaozWNyqefx/9103j/ClbZJ2LsGm7v75hBoQQy7JZP1eucX3q/e6JyXmOxCFQ4+zvj+puprJEykEH6ab/xZl2f+6cLQBkEXA0JoqNa1dV8/fKrevY+hvu6z+Rc3G1aubzKk1Nnt+gG/zD6N+eNPp3bp4BzNw2fvVUVmUTwlC/tThGKmsOkVtvfn80jwtVZFIOOgBCptX9sS9/veec63RZBByBiULt2qdN9dfSlw25IS3wf8XMTeOenrotocZe97mYs4/+ne8ZgDArrp0BzseX3q8f9GkbZubGcYzsA/tgfn/Qs1wyYB8Xmv7DeQNAFgGH6kb/5tu6/s/Sl80Qyz6/8j5uNu3zc5Vl1pjsaosAH+gSo39nmwEICFBcMQMiUVO1q+eyqdtB9H4/w+xD3FTMDMz4J6hZLjfKfW579LffAQCyCDgEE4XGtU+jGv07uwuC0tRc57kYH2hTtRca/Tu7dcBvV8wA34b1st6saj/wpeFrXTnIAwCi/QPVLJMM+MDL5h/1YM88+sPZA0AWAXva1v2/barRjf7w8lzM83NZFNd4LiZEqmr391N5udG/49oI0CICIhaFNRc+8xy2T76U7SB7vx/hGKmqw1/fAMHCo2TAB/Dce/9fO/9XcLcI6NFh0P5hpti45mlT/WfpN2Mb/TvOheWyXi7r9sKnlroHrzZVU9auPXbH5/6ci23jy8pFotMu4v8EA7Rt9+RLc9CTL0PBIcayDv95Cn8/U9VAL88239zu5p/78+39f+38AdAtAmYKE9nl9Sbm2Pj2uaz+s/RlPcrRH16ei3l+LsuyvdzelW70D8ErhO4Vk0vPO7RCRFCKYwh0yQzwLpTrZnWGJ1/6q8sA/+9v4e8l1S2MoclxZt3NPw9W3527+t+5yCAti4D3cfTBrevqr6XfNDTGmd1OCGG9bp6fq6bxlyhgdKO/D56ZEqvuZkmWGn3JcpNSmKR6Prdpgt3wdaEM2D758tQ9+TLmLxIOIZa1/8+3+LTm1t/6w+mX79P/M93886uLBIAsAt7DkULZNn+v/KahQR3pPAIzdBcEbTaNP3fU7Ub/GCMzG4OzzNzPkjTR+kIzDwRr1Wxm8kIbg8xEMV4oA5wLm2s9+XJzHAKVtf/rOa4rHvs3xUG+T/8vUP3vXGqEtgiPRs2Ukgz4jjk0rnnatOs6jmhTxwdipLJsn56qunZ0vvL8T6M/MyCgtXpe2MUsSexFus7WqLwws7lJrEJEACAiijGEM2dAiFRX7XLb+51EVYRciOsy/PNMVSOFoM7u2a8/LrD5Z+dSW/QSRFDwqNGzbAntcHTerer2eRMbN6xLfk7hnF+tthcEneW5mF9H/45CTBN9P0tCIGI+7Q6In2mjstwsFjZJftjURF2sBTAGlFJ48hU3DOC63u+6DqOuEP6IuXXxaa3yTFmDRSqXBSFCodWfiblQ9b9zwfm5FIJeo0C+bJtva1+1Q7ng8yy652Kensqqcqe/YP569Cf+eW+kVipLzf08zdNzXuOvFKapmi9Mmqpf/2eZKFIMZ+oJBx/LdbPu3ZMvF8dEsW7CP89xXfE01scf2G79PMervx+77Ngs3eDObt+nW9ejL/3/yvv40g0Op4xpP43+bw62RmORmft5miXnaQgjYpKo+dzmuTHm7e8XJopEp2fA7smXuq9PvlwU+xg3lewK3Z38uvToD5cOAFkEdMiFdlW1z5vY+AnWw16eiyk3m+bol2z3Gf0BAACtUfPc3s2T1J4hAqxVxcwWM2MNfjCTOUsGeBc26wE8+XIxzI0Pz+v4tKYp7whCyLR6OPe9b2+6+MAsi4DtdW/PZagcT7XBFUJ3QVBZ1/6IbvDeoz9AN2e3elEk88Imp1WCjFVZoedzk9jPn7g5MQO2T748DebJl0tgJqrb8LSmsoaRHpH5GAIoxEKr+0v2fncuHgCyCCAf3LoOZUNhmtO6rbYNy2W9XteHbgk9aPTvKIVpou/nSZEbe+ylPVpjmurFwqap2vNtg6MzgAGcC+tlVQ7tyZez4xCprOOqJDfFRcBu6+cZX335wDVG5SlvCWWmUDu/acIkiz+v7Z6LqSoX476/F0eM/h2jMU/N/Tw97nRYd+ZrsbBZpvU7pf+3P+CjMiCEWG6aUV77czim1sVVSVUDU9ouAdfa+vnaNYbkBHGm8FFPsRBEPvqyHd91b8fpnotZLqu23ets8NGjPwAAoDHqyNNhr858WXPwV+2hGbB98uW5rDYDfvLljDhEqhpaVzyxRcB1tn6+dqU5+UQLQcyxcX5Tx8ZPZ+P/B3bPxexzQdBpoz8AbE+HzQo7y60xB3w7aa3SXBfF9zNfhzooA7ZPvjwP/smX82Fq2u0iYDLtkKtt/XzteuPxBLvBFLbT/zjtqu5ru+dimsZ9kImnj/4dhZhYnaXmoKubu+q/TT5v/H5gzwwY3ZMv59HdExc3U1kEvPR+9SUu/f/A9QJgeosADo3zmzrUEzr3u4/uuZj1unHvnPc51+jfUQgK4aChXCns/jjpX7xfBozyyZczYOamjauKpvHtc+lbP99z1cF4Ut1gjhRq58t2gie/PrZ7LubNC4LOO/rf3McZMOInX07HPlBVU1mP/oa4rvjzaPUfibnQrZ/vuepIPKlucPQx1G1sPV/6jZIB6raE/vpczMhG/857GTD6J19OxMzUOCqbcVeBdud+/0jMnb7Iqy8fuPZUfDKFICYXYuOl+v8mZq5r99NzMaMc/Ttv3hc0hSdfTsTOU9uO+2qglxcfzTV7vzs3GIanUAhi5uhDbD3L7s93vLogyDMDjXf07zDx6wwg4qZxq+fxP/lyEiJuPTs/1quBEF82/ic3GP3hctdBf2AKN0VzoNj66IPUfz7QXRA0n6fWaq1xxKN/h4kjRAhgjHFt3Czr9bKS3u8HmJmcp7plH3F0r8YjAAIWRv2Z3Gb6DzcJAHgpBJXEjtmNcecb+RBbT26c05Zz6Z6L+fattInOMs1MIx79O10GxJbq0i2fyraZ7rU/e2LnqWnZecySW38sZ/ZS/Lnqxv+f3CYA4KUQ5BgAaHQZwNHH2HjZ//Mp58JyWaWZfnjIbaLGPfp3mNg1fvlUlptJPflyJA6RW0/OK2YY0eaR7taH7c6fG43+cJMeQGfEO4KYmJyPztPEbjI5AlHXDa7qqp3Ib1cIsSzb9bJyE3vy5TgcidzY2gDda+/drQ83nP7DDQMAxrsjiEOMbSAfp3CA5XQhxKp063XrXBz9RQjM7JpQrpqmctL73Q+z81Q7HtFqqbvz58HeePSH2wYAjHRHEEUiH+T2tz0xQ9uG9bqtKjf6q9C8j1XZlutGij/7Yx/Z+dEcB9vt/PnzRjt/XrvxuDvKQhBHokiTffvlCDFSVbv1qm3bMOKqCBG3ddisGtd46f0egCLEOI6XtLtjX93Onyvf+vCm20+8x1cIYmYmlg2gB/EurjdtWbpDn4sZkO7kV71pj34Xc5q2302jmBlsb3240bGvX/Vi0B1ZIYiJmQgkAA5BxE3t16umacIoZ8chUF35ct04N+ZVzkUwA9EIAuDVnT+9GP2hJwEwtkIQMUdZARwshFiWbrMZYTeYmX0bylXdVC6Ovc9xfrx164/jJNvij9Z/9KP40+lFAMCoCkHMREw09K/X69t2g1dNXfv934wchOCpKtty3XoXRpZtV8AMwMMuAeGN3nv5VI+G25EUgrjrAYxhxXp9IVBV+fWqGVM3mIjb1m9WjZz7PRYDEUQa8Otgu+LPdd97+VSPxtquEPSnHXYGMDNHkvrP0ZwLXTd4NFtCvY/Vuq03rWz9PBpH4hgH2lfrHnt5tOZ/Z7Y/xZ9OvwbaMTQDeDw7Fm7iVTfY//pczODESG3lNqvGtXLu9wTUzauGNyd4ve+zV8WfTr8CAIbfDNh+j8t3+gm8p03pNpvW+2F3g5nBt2Gzbpqqld7vKbjrAQwtQbelf6Mee3Do9019HGUH3gwY3pdp3zBz2/j1qq1rN+hucHfLxXbr55CTrBeG+Pv3+q3H/o3+0M8AGEczQJwiBKqq7oKgoQ6dROzaUK6btpZrAafoe+k/tdd/63FPPR1fx9AMEKdxLq7XA+4GBx+rdVuuG3nyZYJ6Xvrf6WkAwPCbAeJEMVJT+/W6bZvhbQntPvjNqnYj2s8q9oT9eOxlH70eXAfeDBCnci5uNm257QYPBgN4F8t1U1cuyrU/07O78uHPvpb+d3o9skozYOKYuW3Cat3UtY/D2QIYQ6wrV64bL9P/6elue+7nrv9f9X1YlQyYuO/PxbTD2BLKzK4N5appannyZXIQIFfqMTH/v8z2vPjTGcCYKg3hKWOGto3rdVMP5LkY72O1ceW6CU5G/2lBAIVYaPVf/W78vjaAAABpCE9bjFRXfrUewAVBRNw2YbOqXStPvkxL98xvbtTjcEZ/GEoAgDSEp837uFkP4LmY7ZMvpVz7My348szvlx6f+XrTYEZTaQZMGRE3TVj1+7mY7ZMvq0a2fk7NbttPn898vWlIQ6lkwJRtn4tZ9/S5GGbupv/y5MvUIEKmB7Pt5ycDG0clAyaLGVwb1uuePhcTAlWb3bnf3n144kK6+x6+2MFs+/nJ8AZRyYDJ6u1zMUTcNn6zatpannyZEOz2fWr1x6Aav68NcgSVjaGT5Vzo4QVB2ydfpPc7JdttP1rfG31vhlT3f22QAQCyMXSqiLhpds/F9CIDvj/50siTL1Ox2/bzaPV/pUPa9vOTAQ+fsjF0mrynTdn25LmYlydfWnnyZTpe7nrTj1Z3pf9MDXUMGurHDdIMmKrugqD1qu1DNziGWFWuXNfDfbdAHORl7q+/WP2/h9n4fW3YA6dkwDT15LkYIm7bUK7kyZepwFdb/ge67ecngx81JQOmqQ/d4OBjtWnLjTz5MhXd6N9t+hzclv83jWHIlAyYoBi5qf16dbPnYmKkbuunG+B7NeIIu9F/iAe+3jOS8VIyYIK652I2N3ouxru4WTV12cqTL1Pw/YHfUVR+dsYzWEoGTA0zt21Yr27wXEwIsZEnXyZje9x3OLf8729UI6VkwNR4H8vq2s/FdE++dOd+5cmX0dvO/cc4+sPIAgAkA6bHtXG9bqorPhcTuidfNo2XJ1/Gbjf6/79jHP1hfAEAkgET0z0Xs77WczHfn3zpzVFkcSGjH/1hlAEAkgETs30uZnON52LkyZeJ2NX9Rzz6w1gDACQDpmT7XMz64s/FhEBN5Tfy5MvYjbjr+5MxD42SAdPx8lxMc7nnYronXzby5MvYTWf0h3EHAEgGTAYztG1Yrdu68uEytzKEQNXGyZMv4zap0R9GHwAgGTAZMVBdudW6cW08e32me/KlXNfy5MuITW30hykEAEgGTIZzcbNuy7I9+5bQ4GO1bquN9H5Ha4KjP0wkAEAyYBq652JWq/a8z8XESE0tT76M2TRHf5hOAIBkwDR4T+XmnM/FMIB3YbOSJ1/GCQEUQqGnOPrDpAIAJAMm4OWCoLM9FxN9rEtXrht58mV8dm97dTc8T230h6kFAEgGTMD2uZjVGZ6L6Z586a79kSdfRqZ71b3Q+ksyktddjjDFIVAyYPTa3XMx/qRRu3vypdq08uTLyLyM/l3lJxnN/f6Hmuj4JxkwbhS5bvx61bRtYDpyEUAvT7600vsdFwRQiDOjviTmf2f2Tqtpjv4AYG79AdxMgggK/rTqKUCJ7JidLPFHxLu42bi8aLU+KuGZnYvdtT/y5MuYIAIC5Fo9GD3x0R+mHADwkgGJ1ZtIT5EBSDJgNHbPxSSJOWL8joGaEDcrefJlVLrtnt3o/2dqJj76w8QDAAASxATBokoU/9uDZMCYdM/FJJtGJ+agMZyZnQu+aeXJl9FAANg+66j/TE3X8p346A8SAJ1dOUgyYGRcGzfrNsn5oFE8Bqp98LU8+TISL9s91eNUt3u+RwJgSzJglGKkpg6eAK0GZsDPv+2ZOfhIro3+spdLi+vYbfh5tHpkT7qfTgLgO8mAUfI+RmbFjEbtEwDAHL0PzrMUf4YPEdR29Df/OzWT3e75HgmAH8jWoPFh5hiIMWpExE8WAczMMcbgOZ7/SlFxZV3Ld2b0o9W/J9LyfYMEwM9ka9AIMXMkCqQUokJ4bxBgYCKKQUb/oXtd9P8zMfdWZ4iJjP6/kAB4g2wNGh8m5hBZIyK+twhgJo6Rgme61LNi4gqk5bs/OQX7LjktPCrMHIkDMTG8NbtnZiai6Emm/0PW5XuhtYz++5AVwEekJTAmTEwholao9BtVIGaKgUIA2fkzTLud/rlWD1b/mRgZ/T8lAfAJaQmMyTYDFCL+sKZjZqZIITBFufN5iF6Xff5IzL1RmZKW7+ckAD4nLYHxIOZApEn/ODQwEYXA8fib48QNvdrrqf9XKmWfA0gA7EvKQePQdYNJqd0a4NX0n6T3OyzdxD+TvZ7HkgA4gJSDxoCZA7OKYLYJ0I3+FAOzfDqH5HXZ579Sc2d0pjDZ56yfeCEBcBgpB40AE1FABcDMwNxt/QQZ/Qelu9W50FoueDiFBMAxpBw0dExEAQB4t/Fftn4OxW63T6HVg9V/yG6fE0gAHEnKQcNGzByZKHpPQXq/gyG7fc5LAuB4r8tBu6VAc+uPSuyJI1Hw5J30foeie8lLJv5nJAFwqp+WAoRYA8he8v5jZoqRKUrvt/+6V3wLrb8kZnfCS0b/00kAnMHrpYAhHVMTEuu14igjS59x1wYWPYda51nyUKS/F+l/ZVaudD4jCYCz6ZYCNtHpXYGNj5HqsiEfQOrLQhwFlVLWFPPi9z8e/9cfD19maSaj/1lJAJxTgpgYbeaZVZim5umpLFdVXbUc6M0LyIQQ70BldTHLZ/fz335/+J9/PH65K7JExqszk9/Q88usfpxleWIeZ9m/ntJv3zbVpqHWS0VIiH2g1ipNZnez335/+H/+eHy8n+VZkll9649rhCQALiI1KjVJZnWe2aJIvz1tNsuq3jQUolSEhHgPIqK1s0U+/3L/9feH//nb3eM8z6wMU5civ7MXlBp9P0uzxNwX6b9n2bdvm3Jdx9pxkMdmhfgJKqN1ns4e5r/98fg/f3t4vCuy1GZa3uK4IAmAy0qVSlOVmt1SoFw/bapNQ07unRdiC5VSiZ3dzRa/Pfz2x8P/eFzcF2lmpOZzcRIA15BqdZ8nmTX3efJtln572pTLqipbDlGaw2LKEBGNKeb5/HHx+x+PX7/ePyzyzBrZ6nMdEgBXkiAmVifzbJHa+yL97yzBb5tqXbMP0hwW09Q1e+d3s69/PP6vP7fN3lRqPlckAXBVqVapVplRWWLyLPn2vKlWdVU2LM1hMSWICq2ezYv5l7vf/nz8H1/vH+eZNHuvT37HbyA1+qFIM6vvZ8nTvH563lSbpq4cR4kBMXLbms8sm93Nvv728PW3+y/3M2n23ooEwG10+0RTqx+K9HGRPa3qp2W5jQFpDIgx+j70L2Zfv959+XL3pdvgL8e7bkd+628pMzozOkvMwzx7vMv/s6yenqtqU4fGSwyI0UBENNrk2exu9vXr/X99laG/L+QTcHtdDOSJmc2y2SJ/WlWbZVVtmtg4uUNCDNzL7v672eLL3W9f7/58mN8XqZT7e0I+DX2RGn2vVZaYh1n2fFc8LavNsqw2TWw8R4kBMTiojFZZMrubzR/vvn69+/owfyiyLNHybG9/SAD0SLdVNDXqLrMPs+z5Lv/2XHarAXJBzg+LgUDUSmdJsSjmj3dff7v/8jB/nGWyu7+HJAB653sMpOa+SJ/m+bdlVa6qumzIyaEB0WuotUrsbFHMHxdff7v/8rB4mGd5YmXo7ycJgJ5KEJPEJN1qYJ493eVPy7Jc1VXZytkx0UPb6xzmxexh/vW3+y+Pi8dFkSdGDnb1mQRAr+2uErrLk4d59nRXPz2X5bqpq4Z9lBgQPYColTK7u/vvvzwuHu9meWJSucyn9yQABmB7ftjq+yJ9mGdPq/p5VVdVU1ctuSA7hcRNICJqrVJbzPLZvPjyMO+29meZlXvchkICYDB210g8FOnyrngum6psq7KpyrapW3lpQFxNd5GDytJins/uZl8f5l/uiod5kadWtvYPi3y2BiY1Ot2eHUtrF+raPa/rp1VdlU1dOWkPiItCpVViillWLIrZ/by4m325Kx6LLE+t1PqHSAJgkLrVwF1q2zx5XOSP983zpnl+iYHYytEBcV6ozEu152725XHx5X6Wz/PupcZMydA/VBIAw/ZqQZAv74vlpn3e1OW6qas2Nk7qQuJE3QU+Jk+LeT67n395mD/ezx7neZZKoX8MJADGoFsQ5Il5mGWP98WybMtNXa7ratPUtaMQQepC4kCoFFpTFFm3qX9+P3+8Kx6KLJOdnSMiATAeicIkMZnV93nS3OVV1T6t62/Lqt40dd1yIKkLiU8hIiiljM5n+WxRfP16//VxPlsU3d1tcovDyEgAjE13kHhhdZvah3n2sMif1nVdtU3t6trVteMoSSB+td3On+dpMcuLWVbMiy+Piy8PszxNMivVnnGSABit708OzLOm9U3rnzfNsmq7GIitZx+ZCCQIJg1RobLGZGk+y4oie1gUX+5neZ7meSrbOkdPPrsj1901DXnShPh4V6wav2pcWbZ13dbVSxIEOVQ8OagUGqOzpCiyYp7P58Xsrrgv0vsik3F/OuTTPBXbVwcy+xCy5j42rV/WriqbqtomATlPgYAkCcYMlUKtVZYURVrMitkiny2Kh3k+y9MsSzIrdzVPiwTAtOw6BC63D/OseSjqxi+rtqraqmzrqq1rRz7K68Qjs722IbFFkRXzrFjMunG/KLI8s3JR82RJAEzU9yTIkod51vhQ135ZNlXl6qqt6rapPQVJgmHbjvvWbFu7i2I2zx/vimKWdbt6UjnDNW0SAFPXbR69S0ybJY+LrHahafzzpqlqV9dtU7u69d0WUtk7NAjdPk7UWlmdZ2lRZMUsK+b5l7tZPsvyLJF7OsWOBIDY+n69RJE+LPLGhbpxy7KtW08+Nq3fhkEkDpGJJQz6BFF1RR6TZ2mep0WeYmKKIntcFEWe5nmSJVZ2c4qfSACIn3VJcJ/Ztkgf74rGB47UuLAs27rxrQt145rGRx8oRJa+8e0gKtRKWaPSJM+Tbu9mUWSP8zzPEjS6q/PInQ3iPRIA4l2pUalR95kFgDbS433RuND6uG581bjY+qYNTePqxkcXOEaOJA2DS9ue1LVGpbbI0rxI8yzVeVrMsoc8zVIrg77YnwSA2Mt2WZBax/wYqfUxhti6uGpcVbvY+u58Wd16iMSRmCQMzmZX1kejiyzJi6yYZTpPZ/P8Pk/z1KrUZonNjJbNPOIgEgDiMAliYvTCaABwzI8hb3wkH+rGP5dN3XiOBDHW3frABSbmSEAkp473hoiIWqFWqHWeJXlqszRRRne3sz3eFXme6tRmqezgFCeRABDH2+0lBUiaWXy8zxsXmQgiNS48165xgQO1IbRtqNtAIVCklyWCtJG3EBAUolJoNFqjrMlTm6c2SywaU+TJwzzPU7vLA2nninORABDn0Z00vs+2f9tGevSx8YGJXYhrF7pWAYXIkdrW121oXKAYgXhqe0wRERBR666Fm6dJltk8tWiMSqzOkjxL7jObGYNGd0kgI764BAkAcRG7rUQA4Ji/RG5CpEhdr7h1cdm4uvXdPqLG+aYJjfNMzMzAAMxdF2HQC4XtQN9V8BWCUoiICvPU5lmaZYmyRiUmz9Punn00WhmD1mSJybSS2o64NAkAcXEJYmJwbr4fOm2JHgM1PnZz/8aFZe0a5zkyvwz9QOxibH1sfKRIFAn4JQ+IuDfZsC3gvB7ltUKtldHdbpzM6O0PKgVKKYV5ljx0OzW1QmvyxMorK+ImJADEDaRKpYm6e7lyso30JcRme74MmBmIgdlFWvvYuBBDpG0nmZkIIjNR40LjQuMDM/yQBN1fdj+y/TMA8PdfxgwMiAjQTbERoftL7H4AEXc/DNj9IOL2LzoICIiYpzZLbZ7abnDfdW7RGp2YPLF33ciu1C4hEHE74ktVR9yaBIC4vd0h5J9+vCROfFy1IfhAPlDXKujqSIFQq5YYu3XAdvx/Pdxj9xddQQl4O8IDf/9F3+H3P3d1m+9/gV0G4DYWXi7LRAR4eTQxTxPUCo1Go9EYZY3OrM7S+zy5T8xCpvair/7/UiM0jt9rNT0AAAAASUVORK5CYII=\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "2Qse9-MFMfMF" | |
| }, | |
| "source": [ | |
| "Contoh di atas merupakan **Averaging Filter**. Seperti namanya, kernel pada filter tersebut dibuat agar seluruh piksel yang bertetangga dikurangi nilainya. Kira-kira apa kegunaan dari filter seperti ini? apa pengaruh ukuran filter pada hasil filtering tersebut?\n", | |
| "\n", | |
| "Fungsi *low-pass filter* di atas menerapkan rerata pada nilai piksel yang dilewati oleh kernel, sehingga disebut dengan ’moving average’ atau ’averaging’. Terdapat beberapa jenis algoritma low-pass filtering lainnya yang dapat digunakan pada kasus yang berbeda, a.l.:\n", | |
| "\n", | |
| "1.\tGaussian Filter:\n", | |
| "`blur = cv2.GaussianBlur(img,(5,5),0)`\n", | |
| "\n", | |
| "2.\tMedian filtering:\n", | |
| "`median = cv2.medianBlur(img,5)`\n", | |
| "\n", | |
| "3.\tBillateral Filter:\n", | |
| "`blur = cv2.bilateralFilter(img,9,75,75)`\n", | |
| "\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "SnJIsk_zNA6N" | |
| }, | |
| "source": [ | |
| "**2. High-Pass Filtering**\n", | |
| "\n", | |
| "Pada contoh *Averaging* di atas kita menggunakan kernel dalam bentuk matriks. Sejauh ini kita melakukan operasi citra dengan menganggap tiap band citra merupakan domain matriks yang terdiri dari baris dan kolom. Sejatinya, kita juga dapat merepresentasikan sebuah citra sebagai *fungsi matematika* yang tersusun dari beberapa parameter. Misalnya [seperti berikut](https://ai.stanford.edu/~syyeung/cvweb/tutorial1.html):\n", | |
| "\n", | |
| "\n", | |
| "\n", | |
| "Dengan demikian, kita juga dapat menerapkan fungsi matematis tertentu pada domain citra tersebut sehingga kita dapat memperoleh citra baru hasil pengolahan. Filtering adalah salah satu operasi yang banyak dilakukan dengan metode ini.\n", | |
| "\n", | |
| "\n", | |
| "\n", | |
| "Pada bagian berikut akan diberikan contoh operasi High-pass filtering yang sering digunakan untuk mempertegas tepian sebuah objek pada citra menggunakan operator Sobel dan Laplacian. Berikut adalah contoh operator Sobel:\n", | |
| "\n", | |
| "\n", | |
| "\n", | |
| "\n", | |
| "\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "oZZSBhd7q0KJ", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 1000 | |
| }, | |
| "outputId": "639055dd-384b-4c59-b41f-b099127525d9" | |
| }, | |
| "source": [ | |
| "# Highpass Filter\n", | |
| "\n", | |
| "# sebenarnya kita tidak perlu melakukan filtering lagi. Cukup sekali saja \n", | |
| "# di bagian awal, selama notebook ini tetap terhubung\n", | |
| "import cv2\n", | |
| "import numpy as np\n", | |
| "from matplotlib import pyplot as plt\n", | |
| "\n", | |
| "\n", | |
| "# memanggil citra sebagai grayscale (argument 0)\n", | |
| "img = cv2.imread('profile1.png',0)\n", | |
| "\n", | |
| "# menerapkan algoritma high-pass filtering:\n", | |
| "# laplacian\n", | |
| "laplacian = cv2.Laplacian(img,cv2.CV_64F)\n", | |
| "\n", | |
| "# sobel dengan ukuran kernel 5\n", | |
| "sobelx = cv2.Sobel(img,cv2.CV_64F,1,0,ksize=5)\n", | |
| "sobely = cv2.Sobel(img,cv2.CV_64F,0,1,ksize=5)\n", | |
| "\n", | |
| "# Catatan:\n", | |
| "# CV_64F pada contoh di atas menunjukkan nilai bit dari citra \n", | |
| "# yang dihasilkan serta tipe datanya (F = Float)\n", | |
| "\n", | |
| "# perbesar ukuran hasil plotting \n", | |
| "plt.rcParams[\"figure.figsize\"] = (20,20)\n", | |
| "\n", | |
| "\n", | |
| "# menampilkan hasil filter\n", | |
| "plt.subplot(2,2,1),plt.imshow(img,cmap = 'gray')\n", | |
| "plt.title('Original'), plt.xticks([]), plt.yticks([])\n", | |
| "plt.subplot(2,2,2),plt.imshow(laplacian,cmap = 'gray')\n", | |
| "plt.title('Laplacian'), plt.xticks([]), plt.yticks([])\n", | |
| "plt.subplot(2,2,3),plt.imshow(sobelx,cmap = 'gray')\n", | |
| "plt.title('Sobel X'), plt.xticks([]), plt.yticks([])\n", | |
| "plt.subplot(2,2,4),plt.imshow(sobely,cmap = 'gray')\n", | |
| "plt.title('Sobel Y'), plt.xticks([]), plt.yticks([])\n", | |
| "plt.show()\n", | |
| "\n", | |
| "\n" | |
| ], | |
| "execution_count": 12, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1440x1440 with 4 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "hOObfu-vRZSF" | |
| }, | |
| "source": [ | |
| "Fungsi di atas menerapkan algoritma dasar high-pass filtering dengan ukuran kernel berupa matriks 5x5. Hasil yang diperoleh merupakan penguatan dari informasi tepi (edge) yang ada pada citra.\n", | |
| "\n", | |
| "OpenCV juga menyediakan algoritma yang khusus digunakan dalam ekstraksi tepi. Diantaranya adalah Canny Edges. Sebagai praktik, gunakan script berikut:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "WGOKvAw6g2ek", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 549 | |
| }, | |
| "outputId": "85988472-98e4-4a02-c089-636e020c211d" | |
| }, | |
| "source": [ | |
| "# memanggil citra sebagai grayscale (argument 0)\n", | |
| "img = cv2.imread('profile1.png',0)\n", | |
| "\n", | |
| "# memanggil fungsi Canny Edges dengan argument (citra, nilai_min, nilai_max)\n", | |
| "edges = cv2.Canny(img,100,200)\n", | |
| "\n", | |
| "plt.subplot(121),plt.imshow(img,cmap = 'gray')\n", | |
| "plt.title('Original Image'), plt.xticks([]), plt.yticks([])\n", | |
| "plt.subplot(122),plt.imshow(edges,cmap = 'gray')\n", | |
| "plt.title('Edge Image'), plt.xticks([]), plt.yticks([])\n", | |
| "\n", | |
| "plt.show()\n" | |
| ], | |
| "execution_count": 14, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1440x1440 with 2 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "q7CDSjSwU3yf" | |
| }, | |
| "source": [ | |
| "Dengan merubah nilai parameter minimum dan maksimum pada perintah cv2.Canny, akan diperoleh lebih banyak atau lebih sedikit detil tergantung pada parameter yang digunakan.\n", | |
| "\n", | |
| "Cobalah gunakan contoh gambar yang lain, kemudian lakukan operasi-operasi di atas dengan merubah parameter yang diberikan untuk melihat bagaimana pengaruhnya." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "pHGjaLLBSxFt" | |
| }, | |
| "source": [ | |
| "## Image Thresholding\n", | |
| "\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "Dyp0kH5WbcS3" | |
| }, | |
| "source": [ | |
| "### Konsep Thresholding\n", | |
| "\n", | |
| "Thresholding merupakan metode yang digunakan untuk melakukan ekstraksi objek dengan memanipulasi nilai digital number yang melewati batas ambang (‘threshold’) tertentu. Sebuah fungsi kemudian menentukan apa yang terjadi pada nilai piksel yang melewati batas ambang tersebut. \n", | |
| "\n", | |
| "\n", | |
| "\n", | |
| "\n", | |
| "Sebagaimana Filtering, Thresholding juga sering digunakan sebagai perantara pada berbagai pengolahan citra untuk mendapatkan objek yang digambarkan pada citra tersebut. Thresholding merupakan salah satu metode *segmentation* yang paling sering digunakan." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "xSzV5McIcRY6" | |
| }, | |
| "source": [ | |
| "### Menggunakan OpenCV untuk Thresholding\n", | |
| "\n", | |
| "OpenCV memiliki beberapa fungsi untuk [Thresholding](https://docs.opencv.org/master/d7/d4d/tutorial_py_thresholding.html). Binary Thresholding barangkali adalah yang paling sederhana dan banyak digunakan untuk memisahkan antara objek dengan gambar latar. Berikut adalah contoh bagaimana melakukan thresholding dengan OpenCV" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 1000 | |
| }, | |
| "id": "fxPiAkuVcpVw", | |
| "outputId": "bb25874a-0b44-4832-b560-6a00cc3dc9d8" | |
| }, | |
| "source": [ | |
| "# membaca gambar baymax \n", | |
| "img = cv2.imread('profile1.png',0)\n", | |
| "\n", | |
| "# Hitungan threshold. \n", | |
| "# Perhatikan nilai ambang batas bawah dan atas dari tiap fungsi \n", | |
| "# yang diberikan\n", | |
| "ret,thresh1 = cv2.threshold(img,127,255,cv2.THRESH_BINARY)\n", | |
| "ret,thresh2 = cv2.threshold(img,127,255,cv2.THRESH_BINARY_INV)\n", | |
| "ret,thresh3 = cv2.threshold(img,127,255,cv2.THRESH_TRUNC)\n", | |
| "ret,thresh4 = cv2.threshold(img,127,255,cv2.THRESH_TOZERO)\n", | |
| "ret,thresh5 = cv2.threshold(img,127,255,cv2.THRESH_TOZERO_INV)\n", | |
| "\n", | |
| "# menampilkan hasil\n", | |
| "titles = ['Gambar asli','BINARY','BINARY_INV','TRUNC','TOZERO','TOZERO_INV']\n", | |
| "images = [img, thresh1, thresh2, thresh3, thresh4, thresh5]\n", | |
| "\n", | |
| "# menampilkan beberapa gambar sekaligus\n", | |
| "for i in range(6):\n", | |
| " # 3 baris, 2 kolom\n", | |
| " plt.subplot(3,2,i+1),plt.imshow(images[i],'gray')\n", | |
| " plt.title(titles[i])\n", | |
| " plt.xticks([]),plt.yticks([])\n", | |
| "plt.show()\n" | |
| ], | |
| "execution_count": 15, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1440x1440 with 6 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "utK3AMW4eK56" | |
| }, | |
| "source": [ | |
| "Algoritma di atas merupakan metode Global threshold. Terdapat juga metode lain seperti Adaptive Threshold:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 982 | |
| }, | |
| "id": "Y1rOgXDPeMB7", | |
| "outputId": "65fdf1b7-af8f-41f9-8256-95167b6166eb" | |
| }, | |
| "source": [ | |
| "# masih menggunakan variabel img yang sama\n", | |
| "#img = cv2.imread('images/baymax.jpg',0)\n", | |
| "\n", | |
| "# digunakan median blur untuk menghaluskan tepi objek pada citra\n", | |
| "# ini diperlukan agar thresholding memberikan hasil lebih baik\n", | |
| "img = cv2.medianBlur(img,5)\n", | |
| "\n", | |
| "# Lakukan Thresholding\n", | |
| "# Binary Threshold\n", | |
| "ret,th1 = cv2.threshold(img,127,255,cv2.THRESH_BINARY)\n", | |
| "\n", | |
| "# Adaptive Threshold dengan Mean\n", | |
| "th2 = cv2.adaptiveThreshold(img,255,cv2.ADAPTIVE_THRESH_MEAN_C,\\\n", | |
| " cv2.THRESH_BINARY,11,2)\n", | |
| "\n", | |
| "# Adaptive Threshold dengan Gaussian\n", | |
| "th3 = cv2.adaptiveThreshold(img,255,cv2.ADAPTIVE_THRESH_GAUSSIAN_C,\\\n", | |
| " cv2.THRESH_BINARY,11,2)\n", | |
| "\n", | |
| "\n", | |
| "# Plotting\n", | |
| "titles = ['Original Image', 'Global Thresholding (v = 127)',\n", | |
| " 'Adaptive Mean Thresholding', 'Adaptive Gaussian Thresholding']\n", | |
| "images = [img, th1, th2, th3]\n", | |
| "\n", | |
| "# menampilkan hasil\n", | |
| "for i in range(4):\n", | |
| " plt.subplot(2,2,i+1)\n", | |
| " plt.imshow(images[i],'gray')\n", | |
| " plt.title(titles[i])\n", | |
| " plt.xticks([]),plt.yticks([])\n", | |
| "plt.show()\n" | |
| ], | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { |
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