diff --git a/examples/background.jpg b/examples/background.jpg new file mode 100644 index 000000000..c742b5625 Binary files /dev/null and b/examples/background.jpg differ diff --git a/examples/logical_operations.jpeg b/examples/logical_operations.jpeg new file mode 100644 index 000000000..5a689131f Binary files /dev/null and b/examples/logical_operations.jpeg differ diff --git a/examples/sea_snake.JPEG b/examples/sea_snake.JPEG new file mode 100644 index 000000000..fd3a93f59 Binary files /dev/null and b/examples/sea_snake.JPEG differ diff --git a/examples/sea_snake_gradcam.jpg b/examples/sea_snake_gradcam.jpg new file mode 100644 index 000000000..0818e20ab Binary files /dev/null and b/examples/sea_snake_gradcam.jpg differ diff --git a/tutorials/Get and Use grad-cam MASK.ipynb b/tutorials/Get and Use grad-cam MASK.ipynb new file mode 100644 index 000000000..a5d7096a7 --- /dev/null +++ b/tutorials/Get and Use grad-cam MASK.ipynb @@ -0,0 +1,574 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "Get and use grad-cam MASK.ipynb", + "provenance": [], + "collapsed_sections": [], + "authorship_tag": "ABX9TyMolaNtGZD7VBF1h9cWFC6O" + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# **Get and use mask from grad-cam**\n", + "# A tutorial to learn how to get and reuse for other purpose the information returned by grad-cam project.\n", + "How can i use and apply a mask, based on information returned by grad-cam?\n", + "\n", + "In this tutorial you will:\n", + "- Get an overview on logical operations.\n", + "- Learn how to get and reuse a mask returned by grad-cam system.\n", + "- See an example of grad-cam mask based application." + ], + "metadata": { + "id": "PbxX4r2UjNb5" + } + }, + { + "cell_type": "markdown", + "source": [ + "# 1. **Logical Operations**\n", + "First of all, if you want to get and use a mask you have to learn about **Logical Operations** (operation used to process selective portions of an image).\n", + "\n", + "As you should know, images can be represented in two-dimensional arrays (*width x height*) and each two-dimensional array represents an **image channel**.
\n", + "For example:\n", + "- **RGB** has 3 channels $→$ ***red, green, blue***\n", + "- **BGR** the same, but in ***reverse order***\n", + "- **GRAYSCALE** has only one channel\n", + "- then there can be **other** formats in which there is a fourth channel called **ALPHA CHANNEL**\n", + "\n", + "Each element in an array represents the **intensity value of each pixel** in the image, in the range [0-255]:\n", + "- the higher the value, the higher the intensity\n", + "- a value = 0 indicates that the pixel is off (it is black)\n", + "\n", + "*For example, in a grayscale format image, a value of 255 indicates pure white.*\n", + "\n", + "Pixel values can be represented in binary (therefore with a value of 0 or 1).\n", + "\n", + "Logical operators perform operations on the latter in this way:
\n", + "\n", + "\n", + "\n", + "**You can use these operators using the cv2 library**." + ], + "metadata": { + "id": "-Z7D6J3Amm8l" + } + }, + { + "cell_type": "code", + "source": [ + "import cv2\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import torch\n", + "from torchvision import models\n", + "from pytorch_grad_cam import GradCAM,HiResCAM, \\\n", + " ScoreCAM, \\\n", + " GradCAMPlusPlus, \\\n", + " AblationCAM, \\\n", + " XGradCAM, \\\n", + " EigenCAM, \\\n", + " EigenGradCAM, \\\n", + " LayerCAM, \\\n", + " FullGrad, \\\n", + " GradCAMElementWise\n", + " \n", + "\n", + "from pytorch_grad_cam import GuidedBackpropReLUModel\n", + "from pytorch_grad_cam.utils.image import show_cam_on_image, \\\n", + " deprocess_image, \\\n", + " preprocess_image\n", + "from pytorch_grad_cam.utils.model_targets import ClassifierOutputTarget" + ], + "metadata": { + "id": "cNRfj1HGmhHd" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "# 2. **Bitwise Operations**\n", + "Some operation are needed to use mask for our purpose, they are called **bitwise operations**.\n", + "\n", + "#### **The Function Syntax is the following:**\n", + "Example API for **`bitwise_and()`**. Others include: **`bitwise_not()`**, **`bitwise_or()`**, **`bitwise_xor()`** \n", + "\n", + "``` python\n", + "img = cv2.bitwise_and( src1, src2[, dst[, mask]] )\n", + "```\n", + "\n", + "`img`: Output array that has the same size and type as the input arrays.\n", + "\n", + "The function has **2 required arguments**:\n", + "\n", + "1. `src1`:\tfirst input array or a scalar.\n", + "2. `src2`:\tsecond input array or a scalar.\n", + "\n", + "An important optional argument is:\n", + "\n", + "1. `mask`:\toptional operation mask, 8-bit single channel array, that specifies elements of the output array to be changed.\n", + "\n", + "\n", + "### **For more explainaions see OpenCV Documentation**\n", + "\n", + "[**`bitwise_and()`**](https://docs.opencv.org/4.5.2/d2/de8/group__core__array.html#ga60b4d04b251ba5eb1392c34425497e14)\n", + "[**`bitwsie_not()`**](https://docs.opencv.org/4.5.2/d2/de8/group__core__array.html#ga0002cf8b418479f4cb49a75442baee2f)\n", + "[**`bitwise_or()`**](https://docs.opencv.org/4.5.2/d2/de8/group__core__array.html#gab85523db362a4e26ff0c703793a719b4)\n", + "[**`bitwise_xor()`**](https://docs.opencv.org/4.5.2/d2/de8/group__core__array.html#ga84b2d8188ce506593dcc3f8cd00e8e2c)" + ], + "metadata": { + "id": "ZIkm0f3Ltsnz" + } + }, + { + "cell_type": "markdown", + "source": [ + "# 3. **Using bitwise operation on grad-cam project output**\n", + "Okay, now you should have the basics to understand what we're going to do.\n", + "\n", + "First of all our goal is to perform grad-cam on an image of your choice in which we want to obtain the mask.\n", + "\n", + "In this example we are going to use the following image." + ], + "metadata": { + "id": "sxEabWFszU5i" + } + }, + { + "cell_type": "code", + "source": [ + "from IPython.display import Image\n", + "img_path = '../examples/sea_snake.JPEG'\n", + "Image(filename=img_path) " + ], + "metadata": { + "id": "MCJXZTznw390", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 392 + }, + "outputId": "0682f97a-0eb0-4020-dbb4-827eb9a4588e" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "image/jpeg": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 3 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#### **Let's now run grad-cam on it**" + ], + "metadata": { + "id": "PyFtP6Kk0Zvd" + } + }, + { + "cell_type": "code", + "source": [ + "# Prepare the model and choose target layer\n", + "model = models.resnet50(pretrained=True)\n", + "target_layers = [model.layer4]" + ], + "metadata": { + "id": "Ir9p2JAYXVjh" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Load image\n", + "rgb_img = cv2.imread(img_path, 1)[:, :, ::-1]\n", + "rgb_img = np.float32(rgb_img) / 255\n", + "img_size = rgb_img.shape\n", + "input_tensor = preprocess_image(rgb_img,\n", + " mean=[0.485, 0.456, 0.406],\n", + " std=[0.229, 0.224, 0.225])\n", + "\n", + "\n", + "# We have to specify the target we want to generate\n", + "# the Class Activation Maps for.\n", + "# If targets is None, the highest scoring category (for every member in the batch) will be used.\n", + "# You can target specific categories by\n", + "# targets = [e.g ClassifierOutputTarget(65)]\n", + "targets = None\n", + "\n", + "# Using the with statement ensures the context is freed, and you can\n", + "# recreate different CAM objects in a loop.\n", + "cam_algorithm = GradCAM\n", + "with cam_algorithm(model=model,\n", + " target_layers=target_layers) as cam:\n", + "\n", + " # AblationCAM and ScoreCAM have batched implementations.\n", + " # You can override the internal batch size for faster computation.\n", + " cam.batch_size = 32\n", + " grayscale_cam = cam(input_tensor=input_tensor,\n", + " targets=targets)\n", + "\n", + " # Here grayscale_cam has only one image in the batch\n", + " grayscale_cam = grayscale_cam[0, :]" + ], + "metadata": { + "id": "wVE-3UpU0YAz" + }, + "execution_count": 5, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "### **Now we can get and show the mask**" + ], + "metadata": { + "id": "pUozh-iN19qC" + } + }, + { + "cell_type": "code", + "source": [ + "mask = grayscale_cam * 255 # Make range between 0-255\n", + "plt.imshow(mask, cmap='gray')" + ], + "metadata": { + "id": "HJ-mTgGC19ST", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 287 + }, + "outputId": "cd9a90f2-1ed2-460a-d2be-8071bdcdc5af" + }, + "execution_count": 6, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 6 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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RHPX66enp9flG/uhtXQauW1nnEpAcbkFTX2950+QhOp8ff6L240FzrlYBSq8CtHqA2ApL3qd2zCg+G8aKXEU2jecq54TLOF3+yGVa55qZu9Vh1sMcfcxo3YqLAKaXQNt8oxdm7avD+BwzAJXXiNdr85O1obcEJTtIBqQ+PwuS7GLlNodZ0NSwlG2AISmXWV3ohzlZRQ6yB5bcwKzw7LEjOAD512syELS2I6jKY+lhewTh2jI6P72MGq4XF+0TgTATJqFkDWH1K0EWJCPo1eYvrbRe3jLOKw9/LEB6Q3APoDz0li6Sh94ampk2wmXzACnXeX5UmiYuV68unKNslQe+FvfIkulbOqgVVhuaevEtIMzGeSDUQPTK4DX8nvOONLcx147l3ZR4vdfZaRBaTlS7MSvcAySnrUGU12tOMesu5TCb1xl0URuRT8J1GHDj6EDD8ujo6MxrQ+wmAfu761qR4RkBzHMJSqAdlhmItkIWiB+wZMN1A+QOwnG6A9c6sQahB1IvXtZFxjno8+qty6UVnbNVfxqk+hp5w+7WdX3dretsXW8Z1gJDudRzlxKQEpJW2+KlBKKub/lSupQEpJZ0x7rvWLCMHuhwOebCcjWg7Jmj9IbDIx1npGjYKzsbl9EDUs0tRGD0OriV1opbEpZShwCn1WGic87GjwAkEYXDfMuhRte+BYYRPD1Acv3xMeVXGT3JeUsAJiyl9PCbr5+eq5bbsk9rHnzeDr1bADgaltxgpbzO1LpdW9edJeM4+BiRI9o3LKPwWpxWz/wmH8MCANAHzAiIrUNvfV0jB6rbRvRUWy+tuUv5/W7vHK5evZq+Rl46hmMp5cz8pNzW9ez9+IaEogXMUbA8V6AExsAyKw1HnZdu3LyPBb1anDXhX3MX2SGatc3l8UCqgSeXc2A5J6z25DzzZF2XX583l9+Cqf54QPTgWANfDaBRmgiMGSfJoNTf3+aPnIO06syTlYaH3XyNJCC5/rWjlLC04KjDRj/9roKSiF4D4DsAPFJK+YYp7PEA3gDgDgAfA/DcUsqjtCvtKwE8B8DfAXhhKeX9Q0uM8UNoLQlIC44yXQ180brVmWQaHV9zJzJPDUVr6BaFy3rwwGhBs7UOozi5LRt+67oeunnlj85L1kUEr6zLJDr7LZ0ItD2gtEBYA6V8cBPdMDxxXpcuXbohTF4L/SBHOkoJR1nX+nvoum1wHXjLuco4yl8G8PMAXifC7gXwtlLKy4jo3mn7hwE8G8Cd0+ebAbxqWlbVOkdpzU/OdZVe5/b2tyApG7jX2HVarxNk4JhxIt7xrPLojtADSw+eUT179a1BqZdy3Zvol0vreBqCmfPMAtGCY7Rfdl22D4aBHFZn3KX1epA3yqhdUxZfg6tXr94AS3k9Tk5OrjtJvi4nJyfXIchl0NCUda/DanDMMCBiUBWUpZTfI6I7VPBdAJ4+rb8WwO9iB8q7ALyu7I74TiJ6HBHdUkp5uFrKhDLQGzEEr0HSg0vGNegGLvfxOkXr94+jY7eAlc9f14EFzxosrTqNwqx692CZWXqg7ClvFo6tN7con9oxNfz0fGQWnJ6T1HVRuzbADpbsHq1rwe6SHyJJcEoYenDU6xqSFjB71TtHebOA3ycA3Dyt3wrgAZHuwSlsCCiB3FcKe4bmnnPy0uiLZMHMi4vgV4OhziPbAb1O6aW16qIGxAx0orqO9ovgZzlKK52UdzOMrruMz8Ixug49P8Dh5ZcZVtfAKR/mWJ9I+tjyGshrw+lKKdd/ko3PRYJQ1iXvH8HR2h4JzNkPc0ophYiaS0FE9wC4B4D7yyLBMauwjPbR6WuQ9OJrrqDmEpb4cH3WnEmtg2bg5d049DIDxFoaDcZoPYKpVM0tedvS5bTUe3Rzs9JEbUbDUg+ha/OUFjg1KPW18SSPE6XhF83ZSUoHy25SfiQ8ZZ3rMAuWo9ULyk/SNKQmolsAPDKFPwTgdpHutinsjEopVwBcAYCbbrqp1E5OX6waLHtcpSULBhze8iEiXLp0qWkf2ak8N1nbznS0GiizYMuEeXVaO6buRDoMOOtarDRatTZixctO2QK+6KYlr1/2xirjIxfpzUdmHaUnfU3kdbDivKkRPrZ1XD43bjNWOg+OI8HZC8r7ALwAwMum5ZtE+IuJ6PXYPcT5dFlwfrIVlhE8sx2aw3X6CHRyW3YKq3N4gGxJq4FZ63BWB9R14jk9r55q61lAckeR17DWCaP4EZKAq4GvBY6t10nuVwNgNqzVXFhDfauutVPUbbh2zTxARp+R1zzzetCvYffg5suJ6EEAP4YdIN9IRHcD+DiA507J34Ldq0H3Y/d60PcNKymWfy2oBZK6wXOcBpjsDBY4I5i2glbHe52qFp8BX0t87UbjwVPf5KJPC0wtZTsVt0EPfJ6znHPjagFlFo4RKGtu0pvSqN2s5JBbD7092EXtKVPWUco89X6+E/VMI20B8KK5haqUZ5iLBOLfT4wgyfEtsLSWRDcOyT3AWvCMIGzdtWvwlC6Iz0/Xg7eu60jGexCMwvX1sR4GeJ2xBlGt1jB5o6w5wkxY781NvnvLdVSbj/SG356j1CD06vzSpUs35MW/ai6hyK8L8XHZScqn3xKefI7RH5JJLQnO1XwzJ3NH55OXDbZ1O+NKZWfXYRwut3VjtgDGINLbERRb4zKdrAZU62bASx3G9aDTyfStkNR5yjQaet6104DkTqbLzm2jtVN5ZbeckeWYRkBStlEJE+Cxb7LIdbnkckv46DqvObfaujyWrDedPsrL29e6FtE+I7QaUGYkYcodh9dlfLStK082Ki0LijLOgqXn9jQotYuszUF6kJszzI72k+fvNVIPaFbaqDGPbuTZOUkvTctN2wqPzrP3vDxo8TXQENTmQJdZhmfPLRufVZSP146i/Vral6Xouq8ClC2T7RYEWwCpYdsjD5B6/kkDUkJShzHUIrBFT7qzkKw5PMs5WOcv46JlCzAzYTXNAWR2f5a8qWhl6kDfbD0QZsDl9YfaurU9V715WfUE7OpZ/xJR6413rlYBSqBeuRnX2BLnScPE2+a89F1dP+30IMnLGgD1do9D1G43A1mrXnT9WTD1wrLA1O7e6sRex/bC5Pymp6yLtNJlOmd0I6rdqDI3Mqu+rfavh8Q1SI5wY5E8OFrpPGBm8p2r1YCyph7X6MW1VqIFTQkOC2AWCC9dunSDm5RpIkBKyM35cNkzkJTAskCYWdcAyQLT2q51xCw4e9Jk5bnBJRyOPm4pj72grR869TjJEWUeBU8dl73pjqz31YCy9Y4+x1G2ukt5fAkBhotM6w1/9XBbb2dgGKXJ7A/AhaTu3PKcrfXWuBowteY0cmsqp2V6J1JvuSxHmB121+I5/wiQNUiOgkpPHXuQs9xybZ8onzlaDSgz6h1mey6yxV1KhyXBxDDU4QxHPfzWkPS+raPz92BouUQPmtlwWXdSGeent7Mw1XWs4yP3E3XO2lPyfciCnBfeG++15QwQo7rtVWu998BsSTBqrQaUva8HZYfg1jyXt60bolz3XKb12o8FSRl2+fLlMw5PHiMCmo6vbXtpvLCorlrDa+4yk2dW+r0/a32kMiDbhywHWXOR1n5rVgsYR5/LuQFlDxRrjtI7DnDWQeo0Edw0OC04yoc6NXBZ60DbH1y1bOu6yNRXLa4GSO+4vR3ZguSc136sNC1tSn9GDbs1mI+Ozj6ssaDJcS11Mgo+LfkcHeUe4CwNy9WAsqbsfGPGUfJ2a0PXc0I6PPoGjoaj/EjwWY5Sd4waFKXLbUnvOcpM/dTqzkpbc56tGuEaR7irTF1GEGw9vgdBD4QM0yUf5IwU16cE5r5huQpQZifaI0i2OMosJC2H5UHLAo435Naw1HC0lh44rSXQ93eq+nznKgvITD4tEOS01ve/s8fufTvC66wahC35eSCNtqO8lpqGaM137g3ZOl8vbK5WAcqsvNd8sussD6BSumNbQ0P54EPOSR4dHZ15SGM9zLFAaUErcpYtblMvvfXaNWiR1Zl1/UbD7hGK5iqjY7TcUCNA6rC5w27rOJ6jzMCxFeAsb0pjJDB13Jyh+BytBpRLOUpvKGV1AgsSFjAt4Fhzfd5TbusBjwdBq+NYcUDuT6h0ma002WvgyarzGgCjtJkXxbPLTFlblL3RahhlIWjJm5+U1zfz1NmC6MgRRausvqShCORd40hYrgaUGfVAUrvH2hCsFq4bpgWg2o9iWHOUGnaRw9DzX61D8kw6Xee6LqzwHkBm3SQfMwsBSxEUe4faetuCoU6fuRlFILW2o/nGLJBr1+qQyoBwSViuBpStrwdl1z1wRspAR4NLwsr6zrb1LqV0l16D9oZhVng0LG85J6/Oa9dP7iu3daeW9azDRjTs2lCwZZTRMvz2tj2Atlzv2nE9oM6dj1w7MGs3KytNj84NKC3oZdYtiM6V1+gtNylfAbLc5eXLl6udRF78DDgzc5zRMJ+lXzPxVINklIeVzorLdPjI5VojiTlg9JxwFCfrtwWGMr13/Zd6QNOqkeWQ52wNwWW6TNgcrQaUNbXC0HOUHJd50q47sXZD3tyk5STZPV6+fPnM0LsXjllgZgCpt0u58X+XgRw4LdBYaaP54Ewjr8HB+7He3jcgsrJuDNrlRcertQVvX6sdRH+fYMVb57BPRTeO1m0vrFerAWXLw5wMDCOIZo6jt72HOFa8HIJbw2499LaGvRk48rE16Hj/zMMhy3Xq+uM6leC0oKnTyzh9bl6ctZ91faW8p9q1da9t1NqKBxUPkl4e0U0ukrXvoR1l7brUlJl71s7S6qcZgPZoNaBsUQsA5zoG7Xx0Xh6AMi+PM0RrgOTjZsJkHjJNtK6fdmtIju6I0Y8ls7xhsVzPQjEzesiK64LdGC912NHR0Q1hshwcHskChwaFnE7gPOd8dB7Ajf+oaP2JmHVe3rXRS6noBfja9RiRpqZzCcql5MHGi6u5PLmuYWo9ubb2sbZ1eZaqgxGKblSZm5juPBoeslNanVV/POeYjeN1BqGEnoRk65N5DRseaejycxjfjHk9Ap788P/mzIUq56XD+BpF10Ff2+yNLVunGVfequpLU0T0GiJ6hIg+KMJ+nIgeIqIPTJ/niLiXEtH9RPRRIvpnQ0s7WNGwyFqP4Cm3vaGUXpfD3gx0o7IdWjXXELmFVifhdToLmpHj0du1OCveStMCmNPT0zPbMlx/Tk5Orqc5OTnB1atXcXJycj2c0+gweRx9zOjYMly7SuDsf3hbsPauReYmmGkjUT/e59D7lwH8PIDXqfBXlFJ+VhXsSQCeB+DrAXwlgN8hoq8tpfiPrM6JIlhFD0hkGjl3qYfoMl+9b3R8S+xI5pzjCEWO0Rp+e+mjobMHQitOhkfuEcjNX8qhtxSH1ySvk3aM0gHLc5NDem5THqAil+ml01DMDtetuuelhqt3Q+M60XXX6s619jL0LqX8HhHdkczvLgCvL6V8FsBfEtH9AJ4K4A+6S3hjWRZxUdo1emFSnluMIGoNwaNhdQRLraXqpkeWm2wZfkfA5GXNoWTiPQDqbQ1PDmNY6QcMUceWZeB9NSAlHHndgiSvyzQSStbf02oIctkzw2ovj6yTlPUWOUsuj66vSEsMt6XmzFG+mIi+F8B7AbyklPIogFsBvFOkeXAKW52sSq2FZQAWwbEWVzueFxZpHwDVLqKnLC3AzJTHc5pZOEbb8jz52snjtJTRgp8FzQiYDGcJSCD+n+/IWdYgGUExM+xmWQ50rqK+NUe9oHwVgJ8CUKblzwH4/pYMiOgeAPdM653FWFaRu/SGyTU4ynT6lRx9rJbhNrA/V9kyFNKdXeeTHX5b+Xow1GF66CePmYEjYL8C1QLG6DxkG+DhuAakB0zpKDOA5HQe2DQke5xlzT1awJR1rcPXoC5QllI+yetE9EsA3jxtPgTgdpH0tinMyuMKgCsAcOnSpYN/raD13T4d5s1NenC00lvHrW2vTdohjHKJwI0PDqLjehCV+WhpeOqy63KP6MTSPcqn2SwNTAlHuZTnXQMkl91KGzlLOXep4ZlxkzVgjnaWo9UFSiK6pZTy8LT5XQD4ifh9AH6ViF6O3cOcOwG8e3YpZ2gUWCKQWkNn/YDHGnJbTrP1PJ968DwAACAASURBVFqGspEsILc02ihtrSxWvOfsdBrd2TKdkZUBnwdQ69WdGjxlOvn6j4RkBEwPmtJlWssIkJ6rtGDI65yX5S49KPL565udvCbZsFbtZehNRL8G4OkAvpyIHgTwYwCeTkRPxm7o/TEAPwAApZQPEdEbAXwYwAmAF5WFnnhnOldWep+su7S+AshxteG4tc/cci+tyMnVwji8B5g6Px0mIeW5SS+faOQA+O7TAmP0/iQDkdPphzgaknJdhul5SQlQC3p8DroePJjqV4KiIbf+8D7ymujjyXrVAOX1EZJ9bESemafezzeCXx2k/2kAPz2nUPtSBjQWNDPu0gNp9GL5CPXeLEYd2wqLbmjWPGX2GBYwZbjlZqyyAGeH2TqMxYACbGB6sPSmUPj8JRglHGXb4bDT09MzoxQLfq3rnoPMzlnKes46TA1P6zpb18vTSDhKbd/MUYrmCzXk9H41F8lx/NVFbuyRRl/wJRS5Sj7vFjeZgb3V2SI3qV1lZjTiQVTCEjgLR70t3aTe5rykU9TQlENtDUZ9vAiIGVi2PLyJXKY1xI7CWHq7RR4g9zL0voiqDbesdS/Mco3RMNsDqFbUoXu1D7dZc5UjyiA7GnD22yGec9HuMwNGK5xBF8Exuq7yAYzVDnS4hKXVjjJQ5A8PsT1YyjlK7xs8ERy1u9Qw9K6F1669qQwtC5J7HXrvQ1FFsZbq4PJOX1v3htjRto7LglLL6qw6fkQd9TYs3fBbJIffHlQ1HDNLD5y6nD3AlJBmSVjqtiLnJDkvC3hyyXl6wLRgGUGTy1tz3pmPBcco38htWu1B3+hapdvx3L6xClC2aB+uqCbPkVrOMfpmjh56e47EAoaU15Csjpc9v0zjzKbxwNd7Hb0OFHX+qGO2AhO4Ee7WddOg1MNja3htfWrQlMfx4JiBF4dbrwTVht8WNKN5Sl2m2vXRdVyTBcm5rvLcgXIfiobh+sm2DJPhOo0GpNXQI2hqN2Nd/EPfRCxX2QLJWhorf8sxRh1Slskrf3Rcrnf9HqOeL+SlhKJ+kh29e1uDJh9LO0oPjtFHw8/6vncrNGtwlPFzFYHwQg29DyHdGaJtC4a81I1cprcgWesE3IisOa8RFzxSBrL6zm7BerQsQFrrkWvS82RAOzA5joe/8j1Ga9gdtQ0Gi/edf6+dyDgNzhY4es6Ty3VycnIDJGUdWiC18o2ui5aGaouDlLJMhXctW/R5C0pLujL1E2ntAGW49zXFGiSjp97arWig7gOeGdVg6TlFuR7NU3K8zE+GZ9ykDLfK6UHRipc3Mgk+6+Ym24N2lwxcVq0N6TC5HYHQqgvPeVrfwIlePtfTGwxV62uS1k3Oui5W/VvbkTxg9moVoPQA5KWVyyhOu0IrTMPKApcunwXG6Fzm3M2sO2vUyKTjkX/d4C05rXRJVgeTHUuGRx1S10dt/fT01Bxayk4sO610Pdyho99djDpLdI10R5N1ZoGQz0WWX6/zdZJ5aIcYvXNrHTu6Jtkhuf4tS65juS2X3u9d8vU6OTm5fnzpTPV18YAq2xzQ96tCI8zEKkCZVQsIa2k90OqG2OIqPUVDDgtgnovy0nmwPD09vf57h9LxSDfEZeeO3dO5vDSyXlqAyevy+Bb8vDBv3esw2RuZvqFKN+dBkduQBKMFSWtdw1iWIQJlzzylBKX8MWBr/XOf+xxOT0/P/Giwhqe8kTEwJTw1ODUspVvl84mWkeaYFWBFoOx1lK3QtNyh5yo9F2nlmVUEGl5a84BRI/HuwBEsvU4alTPzse74NZdUW5eg1HNnETB1mK6nzA1PbkvHy47dg6VsV9Ipyr9viM7ZC5PTMNY18+YLM9eL65ehqGGoIWn9mrpct1w9Q1LCkstgwTK6cct21gLNHq0GlBllXWMWmtH7kTLOmztqVc2RAe0u0mogcr7PgqU8R7ktO7S+q3udzHMvVoeWLjFySjpeuo6Wpe6MESgjQFpx0oXr+rPCOJxf+LbaVG0ZtfMaDD2nqa+vBJ92khKeFkS1o9RDbDkM147Sg6U1By3PQYZ54uswR6sB5ShHmYWn5Syz85Msb55SynJ81h2z10V6jUU7Ot2pLZctO3fUmaJvd8htWV+t7knXqfV+nwahBUu57rncnvUsHGWcDJc3JaD+61TRUl6L6CZm3fT0UFe7RMthepCUH+saaCepr50FSy6/5SZ521ofrdWAMqO5kLQAmXGVOlyv6/1ZFrw07CxA6mXNRXquUndU6TR1Gt35vbmiqJNZoIzqLRsmO773QnRm3QJlDYxemFVnHC+H5BY49UdfO6stea+nsWo3LS/OGnp7sIw++kGPhJ+GpV7qdLI+NCTlue4LksCKQLkvRxkBUa/LdHJuTa5Lea/6eMMEa73HRUr3ZjUYCURudNH7exEgdZi3rEHJeyhhhUm3oztedptdsJZ3vb1yR8DjjzW81p/ouNa6nLKw0mRuXHo0YKWx5hu9eUgZph2nBKMFTfmJ2pEeveg+o8NknFSWL55WA8qMWp2jFcfrra8BWWmsvFnRxdPDHx2XXVrw9WDJ6SxgyvOSYPIA6TVmvY90Wbre+MFIDaJcbs+hWB1SA1M7SqscWt5QOHKVsr3Ubkq6LHo9sy3DMjezzE2PQXj16tXrDtN6UOPB0hty6zYir4nlNPm689L6eFrCXa4GlC2Oco6btByUBqfndqxGbTkDqRro5oDSWnplkOW3gCnPhcM0FPW61dHkuqyXlpuZ5yg1JGuORcdboPSWGqDewyYLgF4Y5+PdIFjZMBmedfrRTY4dpYaiBUkdJsHKcboN8fWw2pCM0/u1fpbQakBZ0xw4Wktg/vyk51a1MnfGEYD0XKwFSA1PCc0IjFl4yqFubZitlzpM558BJAAzXUt5auD0YBnBVEMzUsY8cJ5ZOEYjBenQNRQtEHpA1fPC3oijVh6+9nMlHXyvVgFK7daidL1Lnb/lEL3huPWisS6TJQ9iLYDMpPEagQVJGeZBwQOg9eqG9+FzlJDxXFQNXLIje44287HqRZah5natm4o1dZEF50j3Y924au7fcnnWS+O8rmGp4yU8LUDKdQ1Gy+XqftLjHkfV8ypAmdEcOOqw7DDb+wqZ1+EjN8nr1sW30vUsPWlIyqVVdy3wyYDSOoYFHa9evTLV3K71nh7nr6+r5xi99PoGJPeJHKWVR0aZaxwNZ1uGwB4I9TykdJTSiTIopTO0YKnXNSS5TLxtAbIFmnO0GlCOcpRZkMr0mW/leA4k6tws3WgA+69X5wCy5io9OMp1XrYOc2sObu71stxS5Jg8EEjVQCjTW65Rb2vYZm6y8hq0dnSd3rtx1OpEbsuht+cqa3Hy1SDPNXL5ozjdPzxARnUi1XJTspT5F8bbAbwOwM0ACoArpZRXEtHjAbwBwB3Y/RPjc0spj9KuRK8E8BwAfwfghaWU988qJeZDUoMh+60cL02vahc/s7TCrl177ActOFy7HglJmZc+H9m5PDhaALVeHpbKPEm2ltbQrNUpaXDL+uGyeRCsAVCn1/Uf5a+vq1Z0A5TKTIvIOpLXDHjs5ijdoQdGTie3LVDqa2ddSyvOco+Z9VpdzlHGUZ4AeEkp5f1E9CUA3kdEbwXwQgBvK6W8jIjuBXAvgB8G8Gzs/s/7TgDfDOBV0zJUr6PsBagHTn0876uMumPU5A0hWkBphWmXKiXPyYMkh0lFrrH2rqLumLLOJXA8J27BlDs4l80CQiZM51uDoZW2xWnKdW8/eW30NahJ7heNAqIRgfXJwlKDUe8ny+nBUqeJQCnT6fO36tBq673K/F3twwAentY/Q0QfAXArgLuw+79vAHgtgN/FDpR3AXhd2ZXwnUT0OCK6ZcqnW70OUi+zw2z9TQgLrjIfD5jcUKVaQWmFZTpSJo08B7mfB0A5PNMO0+p0Mu/MTc2CKZdJu0orPIKmztO78XnQbIFfBE5dlqjDZ+K4HVlusXVbX08JSAue+leBdL6yrLrtWs4w2o6WkUYAs2mOkojuAPBNAN4F4GYBv09gNzQHdhB9QOz24BQWgrLVUfZA0koXfSunBsjaOXiAlOsRDK0wC34j7prSAUQdJ4KlXsr8AN9FAjFMJQg4P+lK5LYFS+0oM0D0YOhB03oYpM/DWgfi6x2t69HEiE/kEK02Ef18mtVmrT6gz9tat+pmDjxblQYlEX0xgN8A8EOllL9RF7oQUVPpiOgeAPcA9ffJpvQ3LK2wGiT5OC0/fuG5Ta/RW/IuvnabUSepATLbODLpInchl/onz/Q+UrV539qw3IJjT3iPi9TQzLyHWYr9CpLeT16TzLX22osHPnlNPDepRwPW70hmfltSXvtWqGWgV7uJRMoYsUgpUBLRZewg+SullN+cgj9J05CaiG4B8MgU/hCA28Xut01hN6iUcgXAFQC4fPlyGeEoM5C0wCdVgzY3Lk4nnYzlanRnPT3d/eTZ6enp9Z/dkkMDb7jc4jSisFqcLqsHwUy8hIU8r1Zn6dWphqCVTq5zmhYg1qAqyx2NcmSdW+fdA4qao7QeukWAjEYH1sjCg2TNAPTGZdZ7IJpR5qk3AXg1gI+UUl4uou4D8AIAL5uWbxLhLyai12P3EOfTpTI/mXFlVtqMy9T7asmOww1Ig0t2dplW38kZficnJzc4T/3hr3fJ48jyROsjQFkLjzqJNzdZc5RA/AMUvK4hJEGpAclltuAo4+RHXocaNL14We4aBGs/uuGBQt8wa3DpGWJ7ALWuv5UGOPu0vaXMXlwtbE7aXmUc5dMAfA+APyGiD0xhP4IdIN9IRHcD+DiA505xb8Hu1aD7sXs96Ptml3JS1FAj0GaG9roy2TXKpS4DO8Kjo6Prabijy/VomN7SEKxyZuOiMKtTRkPuaMgl00nQ6ON4sJTSD5i4bBlwevHePGMLNGXZopu0dKe1dlpzlBYMao6y5WO5TO04gbNfC5Vl0o5fl7cHiFbYviEJ5J56/z4Aj0LPNNIXAC9qLUjr0DuzrOVjwVF2CrnUnY47gQYkf6zOxk7SUquzlGXuydPa5jDPMWaHZZ6jBOzfVbS22V3Kcmno6XDdQTU8ed0DIh+3Bk1dd1Z7q/1+pM4n6yij9BEAPdfo7esNy2V9yvyzcOsB4lxI7stRrkK9kKz9ug9Ldg4JTHZNvC0dgpxntJYZRaCTZbPWa9u9cdZ8lDfMlsM4y1ECN9a9Nb9X25bls4Co4eKllXlnhtZeGl1Ga53bUHRO3vlllrrd1ABppdFOUu6TcaBe+WqO0tovWp+z/94c5b400lGyoietLHaFLOkiubHrIRSHy6E5A0AuvXJL8X/ZyOO3bOuwHlDqde408um2BcKau4zkvXlgbUeQsIBpdVRr6M3HqAHRG35H5xNBUm6PdpQZQMo03nrLcF0ua5DMtsHsfnP2adG5AqVM1zrcjiShqJ2AHGbI4ba8E0uYWvOSETRa3GImLLPuuVjZ6bJQbHWULK4T77rp8F6nZaVrBaI3RJfS7cY7D09zHKVso/JGp8GnwWaty5skH8fLg9NEN6heMOr1KH5pSAIrAmVGLZDMuMlIGpyWS5SukoEhXaV3XNnYL13yL0EWlJxXlLZlqKLnqTJQbHWUWpmpiuw5eucLxENvDrfmI610nrLw98rK16CWhpcalB4MdZgF1QiWOr2Os4Cpyz9n/VCQBFYEypaht1zPQLIm7gjWEnjM/bCTlA2Z3YY15K6VQQ+7dZlawmVcphFFDlPCLgvFyFFKefXRAtaa89bb8vwyQ+9autq59CrjzLKOktNEAOU0EnTaPUZOVfYD78aUdYs9rrIHnL1aBShlg8yml0up2rt6NfHFl8Ns7iD6Tu+5Rz4f6ym3BEjtzuuVrxZndSYvjbWUE/vRkNsL73GUc5WpN329vKG3TM/S4GSNgOVoR2lB03KTtfSWo/TSWh9ddmu7FZhzwDlHqwBlVjX4ZR4QWA9ueP3atWvXXR7HSWjy/rwuh+QyrYQEw5Ibj3SRsrGNUAaCcul1xoxrzMBzVCMdqRYYSnhaT+tHa66jtNxjBMUaIGv76mNHwNLrte1Wt5iN69VqQNn6MEdrjpPUgOQwztcKk3OXtWN570/K42aVcU41EHquhNcl9OQ3ODQQvbheR5lp0HNh1QLD6DckRyi6Hplrp9drcATiXxSvAdJL1wLLnu1avdXqaYRWA8qaaoDUaVobtHSQDC89BOcwPq5+4p2ZrJcgOj4+NofHc5R1JVFH1M4wco21uBHnAtSvZ/Z1Iz1fyeEWED1wtpbdU3QNWq9dK9w8cEZ5WNsWoD1IRWCrbfc4yAjWrVoNKHvu1K2QtDoTA1Kuc6XKdQ+WESA5T+lWeZvXdeebe0EzHUqn0/t4sLSG3NwJvfQ9ZY/kTbnI6ZBa2mjozfv1DL+j8ntx3jXJQNQafmfg2ANEC5C9jtIKy7hDr/6iZW3/rFYDyhZlvwaX3Qe4cRisoagByU5QO0krX9moL126dL3RMSyz3+DJygOgbkBWJ+N1D4J6vrLmLDOgzHQiIAZg7VUwGR+5xCw455yHDtPXQS+jm10NlNltHeell+EWHL3ziM4/W29e/WSPd2EcZUYt337wlHEE1nBbdzYPcBaQ2EWenJzg6OjojKPskQdlr5NlAKrdiIae9YszEVQjULZCxPv6YBQnfwrPivPAyWm9/bRqN4QIDjX3uBQoW9PI9ey2d/49YRko1vaZo9WAsgUYLa9otIIogiXn5z3hlpKA5HwZknJ+smXeq+UcogZsdQTdOWuALKWc+UXrLCijjhRBxwKi9WCNwzXoas6SyxKBuAY9qcz5e9eEl5HjzDrAVljqpbeeiY/OvRaeAVyPy+zRakBZkwWT1gn+aGiswcgdRrtJOfw+PX3sR3hlftopysbIcZy/fuqdgWbLQyNdBrkedSY9xK4BsheUWUgC9lDYg6cGnhUm84wAmX01yOqctTpYCpQ9YVnotMJpLjRHl6dHqwBlz2sXI1yYhKAO46GXhCVvc+fxYCklgagBKV3PyPPKOkorXnYkPbTWENSOU4PT6tC6nHo94yg9IEq3r/eRIwLgsXrWabNxuvxWubPn59VVKzCj9Jkbp5W3BZuWOEs9rvKQkARWAkp5oSJZjTQCi+4c3Klk59Kw1C5Shsm8Ilhyo2QY8qtEfJ6yPPJhUPbcI3lOUcZlAKpdpAfJaMiWhYc8do/0DQ3w60vf9Ky4NanWL+bU22hl+nAEw5789qVVgDIrWXF6zigLzAiW2kXyPvKYMlw6QgnLCI4MUAbJiI6p51G5XiLXED3o4SkCDcvaL8tEANXHYmUehOhrq8E4x4Vb+Y+SfCDEkq8y1dJG4UuVb4RGwDDjYFtc49zzXA0os3dG70lmFpg1WLL08MsDpozTT8NlHgxHDmOwZh2lltzHG0rzegRFL73lIiUsPZcp95fHk8pca91RWsEYuczaDSoLzxbQyLQalkvCcA3qGWrX9o3yW2L4vRpQZmUNp4GzwJRhev8aLK08LGDqDi+/aSPzl+5SHzOjrOvU5YlgyEsLohqMVpgFS5leD+ez6m3Uc2A6QhmnGMHSyieTfkQZ9bEitV6fUZAc4Srn6NyBkuUBE6i7zBosZb46Tx0vG7V2lPo9TH08dpO1ztrSQTwg6nwsgErIS2fowVKHeQCOyppJ472tMAeM0lUuOfzWioB0npxlL6iyw/IIki3lGqXM39XeDuB1AG4GUABcKaW8koh+HMC/AvB/pqQ/Ukp5y7TPSwHcDeAUwL8tpfx27Ti1E4sm51ktw/JWIFrx3rd3eKjN6zqdDBv98MBylbz0XJ4FVO0Oaz+5ZYF1lPvQ59c7/M7sM2feuHX+0XOPNY0Aam1OtPcYFuCy6bN5tEB6FDAzjvIEwEtKKe8noi8B8D4ieusU94pSys/KxET0JADPA/D1AL4SwO8Q0deWUmb9nlhtSA3khuWRu1TncUOenK/nSuSx2V0COANM3p/dZ+8cpaXIQdbiLTfowTK7PqqReiMDK10NjLoNRG4y4zSzQPGG4Jb2PYe5hMttHVp7++i4uWl6lfm72ocBPDytf4aIPgLg1mCXuwC8vpTyWQB/SUT3A3gqgD+oHKda2OyDmwiYNXfpAVOmk3lrQHrAtN75Gz3kq4Eyk0a6Q97O/PyWftI9EpSZqYmMY9T13eseI3hk5wHl/PV5eLAzt1ytkGx1lbVjzq3TpjlKIroDwDcBeBeApwF4MRF9L4D3Yuc6H8UOou8Uuz2IGKxpZYbUUr3A1PvINNbQ3AJk5ESXgCRrKVh6gLS25VNvT3PO3XqS7Um7zCXUO2zW+1n5rBWcLRoFyQiOmbg5SoOSiL4YwG8A+KFSyt8Q0asA/BR285Y/BeDnAHx/Q373ALgHwPVXZxL7ABgDzMwDH5b+OiKnzQCyBs3RshpWBEsvXQaI1nbNTVpvJ3hprLIuMfz2wnpVe0J9CPjt45gWrOZAsha+NBylUqAkosvYQfJXSim/ORXkkyL+lwC8edp8CMDtYvfbprAbVEq5AuAKANx0002ps6oBsgWY0Z08giZLf6VRw9gCJJdx6SesWVjW0krg1QAp1z1Q1ubCrDJl66p3+N0SpssbtaEWWI549adXLXOno9XqJOV6Fo6jzifz1JsAvBrAR0opLxfht5Td/CUAfBeAD07r9wH4VSJ6OXYPc+4E8O7acUY6yt4heebYOg/Ox3r4Yx1D5lMbCs7pPF5DywIzcpcyTK7rsIwsh5l52DJq+L3kkDwjb7i9FnhmlHWBWafZ4yoz5ZmjjKN8GoDvAfAnRPSBKexHADyfiJ6M3dD7YwB+YCrkh4jojQA+jN0T8xeVmU+8Wa2AzAJTynqgw3lZ+XjOkeO8X55p7Qg9nSZqfFF+lpPU4Zn1mjwnb123fQy/WR48W5+A9wzBex8UrV1Rm8gAtOYqa8CcC0/a91yJpZtuuql8xVd8RSqt9WCld7tX3ruVtePU9mPVrknrC+jRds1hRstaGi3v2kX1J+eD5Qew/0JWh1nbMr/WfHT5Mo4mc1OqzQ/z0psC8dJlw2We1no2zGsDLcNqr3zeekt8pKtXr76vlPIUK+7cfTNHuo3RDjOrGqi8oZx1wWrDnChuDjAzYRkQRmk08LxrZ10na11r9NPv6FhzZP1oCUuCOPNa0UjNzTe77xxIZvLJxs/RakDZMlyT6ecAcynxe4c9nc4rWw9M54a3NnC9XgNPDZ7ekJnTRNJgjNK3fHPHcr+63jwArWHo3FKGFpD2tNtMXlnXWNt/rs4NKDMQPAQgR+TZ0sh6G2RPfCaspYyeNBh5XS5l2kg9X3FcQnNheagHOiPca6aN9rjM1rQjtRpQ1pSBYCYuc4yW8rTksRQQM+UecW6t8RbsdJi1bNUSLrNFHly8G7Q3FJdfaV2640vt+3gZ7ROCGZ0bULKWcAFzhxde3FzYjXSUo/YB6h3LexjjhWWWtSF8z7B5X8rW16GAMOK42TnozPoojWTFuQNlpKWGUiMAuS+QehrdCVvquQbCljQ1KGac4hw36bWxDAwtZzl6aF27zrXjtbSTaH625YGdVYYR/XikU75QoFxCcyE5GqQj5gT3pRYgRnEeHCPgrdFhHto5arXMB7JaHl71PGi1ytA6hbaEVgHKUuovKS919+mZU7TiRkHzPMBxhJtsjeN1z815Gvmtm1pbyzqYtQFzlDw3CdhAtOqz5XnCPqG5ClBmtO87y5xhcev2EmGeeuut16H1zlfqMJ235SY9h5kZih9CRHTDAxwui7c9B6yZ9szrWdhrKFrxclsfpxeSh9C5AeUatAQk9+0oo6eznnqGt62ArIV5x5sT1hKf1ZJuUYN1TY40cpMAXGjKuLVCEthAaaoXVtGczwhA9gAzO4zJpvXSjXCTUZjc9tzkkmr98YxoqmiURoFlH8D14GjFyTRrGYafK1DuY/i9NCSXBKZVH9bEuycrj1HbNZeYdZH6R0f0sTRQtSLY7cPReC6rV71PzlumlmrSbjJzjrW6Xtsw/FyB0lNvpY4avnogXBqYtTwjcPbUVwTF3vXW/Xi7BkRvXy/sENLzkEur9uMc0balzPC/pa4zLvNQuhCglBp9J2oB2hqAmZk057iWcKkRgPTWa24yO18aOU8v7NBaApwRyHqNggXI2sOdbL6eDu0wLxwo52jOvOKc9cx2a5rRTxnnzEHOXQd88NWAeJ617wc2c4bdOuyiaTWgzFr4Q99ZLK0JmPqpaw2YUX1GcMw8iKkNn2vrrNpPqbWGz9U+2+DSxxn9cCmb3z7rb8Q5rgaUPao12DkNei7AausRLHuOp8NqwMzCUu7bA8keWEppSGo36YVb+R7yLx88Zdrnvn9FyGubEjqZdd7OaG3mR+vcgHLpu3jLXacFcjUwzhnuW2EeIFvh2CL5cKVlCG5tsyzYtUAve2698BzdHvcJw54HNy1qmeNu3Rc4zKjy3ICypiUrb65TXMJReo07AmQEy2z9WUBsdZPRcby/y8hMA1j7e/scWh4Yo6Fi7zCy1wTUFDlJnW5E+CF1LkG5T3eZaTgR6Oa4Syustl0DZKburDTZBzcWOK08tKL/E7Ie7LQCNCrHPjumPM8IlnOUcaZLuMrMsLsnbA3PJarjDiL6QiJ6NxH9ERF9iIh+Ygr/KiJ6FxHdT0RvIKKbpvAvmLbvn+LvWPYU9qcs1HrAqcO9sGhbh899sKSVAaPnOKMhth5m1yDpqTduTtoWefladdOSdpR6YGnddKzrbV1Xq+0c8hMp0yI+C+AZpZRvBPBkAM8iom8B8DMAXlFK+RoAjwK4e0p/N4BHp/BXTOmGaPRcygi1wLHmLr3tLDDnuldLUQOKhta1xpcBpAfJmmOsxR1C+5wSWPKhVdYRyrjounqw1NurB2XZ6W+nzcvTpwB4BoBfn8JfC+A7p/W7pm1M8c+kQa0g6iBR2No6TQskW7ZbwrLxrXNWGWX/tvdQGvlQRd8QZLLolQAAECFJREFUgBsBoIfiHK/T1tLJtHPCRufpxVtAzKRt2W4FbqTUrYeIjonoAwAeAfBWAH8O4FOllJMpyYMAbp3WbwXwAABM8Z8G8ITEMVInYrmYWpg+hk6bXa+Vf4725ZZHHqd3nkuDaIlzX8PowwOkJattWs6wls4Cq5ffKDhGkOKwqPxR3BxAeuXuUQqUpZTTUsqTAdwG4KkAvm7ugYnoHiJ6LxG9t+XvM/X6nLDsevb4IzVisr3HSY5yl63lzZwvt5OeupBtbE7dZtPWXLMHqR5XWQOjzKvmRrPgaYVrBnJRXMt2lKZmxDw1TWaUUj4F4B0AvhXA44iIn5rfBuChaf0hALdPhbsE4EsB/LWR15VSylNKKU85Pj5uOpE5kNRxXryXdgkt/crHPo7Rmv+I4e0+XOOop8FyPQNH3o5cpXaSNTBmYZ11Zi37evssAcxWQA4BJRE9kYgeN61/EYBvB/AR7ID53VOyFwB407R+37SNKf7tZVCL1ncoGe6FeftHabLxS6nH8fQ8qGk9xpz0PXn2wrdlvyVe8va+GZR1ZllXaeWbAWM0BG9xZplz6YHgSECOUuY9ylsAvJaIjrED6xtLKW8mog8DeD0R/ScAfwjg1VP6VwP4b0R0P4D/C+B5IwoaVXhPPHcmXrfC9PHXMO8FzIdUz7uULe+yZdNmfgx3zjt01r5Lv5OXhaQUw8v65XIvjvPQfx1hvceo39eM8rSuu8zLyt8K0+fnbdfiouNlyjTqWldBWUr5YwDfZIT/BXbzlTr8/wH4F60FyZ5QFoxeWhmXgWEUZkE2q+yT75a8vLiobnvAkYXoiLy1GK5LA2+uWtohcLazZ8Fp5ZUFo1WGGoyyELXOtweYrTCslalX6/uVAEfamsvw2nom796wlvgejZwn7I1f0knPHfqOHGbXblo9ZW0xAJm5SmtIGT319tqxTGOVNTOUjYbALXnVjqPznlOm6BNpNaDMnsScdeuYvWG9GjFszuS3r3cnRzjikXnOeTI+VzU46bS19Bk4etDLpLGAmoVcBm763KL9stBtLdOovrsaUGY0EpI6TSs0WwGc0RLQyeTTAs0lHvpYTi3ar8XZHcIls7y2knmS3QLHzL5Zp6nT6+054Iv28+Jajl8L+7xwlDUYRheJZX1LQpdB528dMxO+hNbyMMnTnPKN/IOsHo0YZltqgZ2ljHNsTR+l6YHRKChm+9LmKCvyYNhT2TpfL2xJEC7xSs9S85RWXLbMvUBbKv8lbzhzRhw1p5hJ25qGVfsW0QhHmYlr0eYoOxylXteyvtWgj1/LIzrOaKAu/TR8RPzofaMh+JLvRo5wj7X3G3Ua2a5rrlLvkx2Ct+RRSx+FjXKUUjz6q40CZT6boxRqhaRX0S2/sOJBdNRFWMML4nPzWxK6llp+c1Eeex+/Im61i9Ew7N0/s0+UJuso9blGcVpef8302Ro0z72jrKlm3S21/CiBzKfFXS6hpeciM/kv9WCpplaQrX3eVkq3X89VpjruABcZASmTnz6vTHzGReq0Mn3WZdaO1apVgLKF9i2Vro+h1+e4yoyzletz5iNbwTby3csezX3S3PPrQksCM5u3d+29b+vU1PqUewQ8LShlzzcCZg8gvbz0fi1D888rR8nbnmqVXjuOtVxKPc5tKRBmvy00513Ofc179g6xlwJuZihoQWvUU+/s/jKtzNPbz+qXo/pqBEwPmktpNaBsoX1LxVvHkHFLVu4IjQTnPoapo46RAV3vPCVvZ4A/EvYjb7oeCDP7Zec/LWDWylMLk3lF34uvwdfLv2Vo3qJz+edikeQPLVjfSdbroyf3s0Pg3g5Yy5PPt/ZdaC9ty/d95bYVJ8NZXpgleW28qRTrhzVknN6XiM6EZ8N0nnyOXlorH6t++CO/VeSFRdsZZdLpayS3+fy8fsNps2aG95kjq02N1mpAmb2AMm2tg3Fj1mkjSGoHUltaZffi5oJzDlwzUNR11ArIWllaGrS+thkQcbwsuxVvwc0L08fmvK08ZVodbu2jzy0DSCssk8aqy31MM7Sm7YGmdR6jDdBqQJlRzeFoWcDUcVb+vbDMANJaHwnJViha6xmH2bIeqSUdEANTxnMaD5pZOMpwC3RzoSnbTQ/8WsO0Wm5cMu3Rkf1XuzWtfarL0ypA6V1EreyQUEt3ruipagsca9ut61FYTxpONwKcwDwojhoeZYEYpWmBY21YPjd8NAx56UGy5W9X9PWaC8vRQ25gP24SWAkos6oBMgtMK0+5XoMjh8n4EYCMjtUiCY0oLuscM+BkZcN61QJEK00ETC+c85kDR44jIpyenp6Z5tAga4Gebqfe/wNF/xvUqywss0/b52qpLxSsBpQjHWUNmPqYGVjWwrLnkClPb1g0x5iJ89JZ4IzCshoJ0AiaUXxrOOflhWsI1vLKOEIO80DoucWsk6w9mKmF1R7wWJAcAcV9ajWgzKgVkBEw50KyZfjc6zBbw7JOUm97rrEXjD1zlT3yzsECE5Bzk3q/Vmhm92Gg9sJRLr2ppGx8pJYRgnaX0buXmbCadBmW/HrqakBZu2i6k8uw3u1W16jL2Os2o3xGhMk4D456ew4sPXhmYZpRxgVb5ZTLLAAtmEb71PLjMmi3aZ2jXLY4RKt9jfqREUu6L7Ey35Lp1VI33IxWA8qaLHfYC0i5PidMr9fiRwPRC8vCUW+3gnCNyoIz6yblfj1x1lBc7sfl1HnI8Fbwec7KunYZFzbihhcBcum5yRFttgpKIvpCAL8H4Aum9L9eSvkxIvplAP8YwKenpC8spXyAdmf9SgDPAfB3U/j7Z5d00hxgennVwLY0TKOw1rQc1wtLuT1iaanWuTKdz3OVUZwuHxA/CMrGcTyXPYKj5ypbHWEtXW2fVtWup5d3DYLnZa4y4yg/C+AZpZS/JaLLAH6fiP7HFPfvSym/rtI/G8Cd0+ebAbxqWobKXkDromQAqS/IHOD17Bvl56XN5OGpB46AXU8jHeZSrnSuUwbyw2mO4zxr8RYc9RA14wIzrlGni8Ja5/RqxsO7cdXy61G2DY1qa5m/qy0A/nbavDx9oqPfBeB1037vJKLHEdEtpZSHZ5cWbY7SC9P79ThKb3tUHpm8dXit4WXgaAGkBsd9Dc1bYW9tZ5ww75Mdas+Nr7WHEVDM5pdRZkRQ23+kWqYaepWaoySiYwDvA/A1AH6hlPIuIvo3AH6aiH4UwNsA3FtK+SyAWwE8IHZ/cAoLQdnrKDMd3wvLrI9I2xrWm7YGkmyYhp4Fwgw4tZYAafZ8rDLr84mWvWDkNJ6rzEIre3NlLfkEGPD7U3af86YUKEsppwCeTESPA/BbRPQNAF4K4BMAbgJwBcAPA/jJ7IGJ6B4A9wDA8fFxusCt7nGEo/TWR4VZZZobruNbbyieo+Q0XpinUZD0wOidj3VOFhwjl6nTAv1glHmcnp6652hpafj1KoLmoeBYMy2tanrqXUr5FBG9A8CzSik/OwV/loj+K4B/N20/BOB2sdttU5jO6wp2gMXly5dL5mTmukcLmnMhOcc5Zl1Cq+u0GmcLYCJYynULkhqItXmtHkXnqM9Hh/e6y5rzrM1DevCcK6uuD6l9l2FfN4/MU+8nArg6QfKLAHw7gJ/heUfa1cx3AvjgtMt9AF5MRK/H7iHOp8vg+cmpXE1hOnzUutzOOseeYXU2nON6QaK3W9a1elxkdh/vHGX5OT8dXoOjB8VsWARPoP7/Ob03lahOouNdZI26QWcc5S0AXku7ecojAG8spbyZiN4+QZQAfADAv57SvwW7V4Pux+71oO/LFGSko5ThSzlKbz2CYAsgo7gsSAC7c2RBql0kx0XuMTsUH6HoHHUamc5zxNHNwAvT8ZmwJV1Q9HXBTH2dB9Xa1RLtjpZuzBldvny5POEJT0in9y60FZ65a0dD4NYheCmlK847fkucpx6XocPnbmc0qgPX8rHgJddr8b37efEtZW9NW/vF//Mkq89kX8LP9JsHHnjgfaWUp1hx5+abOVJz5+FqeVvrrfu2xC2t2jA1U5c926yeurc0Ip+eKYRamUZd20xerXV87Zr/i/+b8jqfv6K5adOmTXvUBspNmzZtqmgD5aZNmzZVtIFy06ZNmyraQLlp06ZNFW2g3LRp06aKNlBu2rRpU0UbKDdt2rSpolV8M4eIPgPgo4cuxx705QD+6tCF2IO287xY+nw5z39QSnmiFbGWb+Z81Pvq0EUSEb13O8+Lo+08P3+0Db03bdq0qaINlJs2bdpU0VpAeeXQBdiTtvO8WNrO8/NEq3iYs2nTpk1r1loc5aZNmzatVgcHJRE9i4g+SkT3E9G9hy7PHBHRa4joESL6oAh7PBG9lYj+bFp+2RRORPRfpvP+YyL6R4creZuI6HYiegcRfZiIPkREPziFX6hzJaIvJKJ3E9EfTef5E1P4VxHRu6bzeQMR3TSFf8G0ff8Uf8chy98iIjomoj8kojdP2xfuHOfooKCk3d9L/AKAZwN4EoDnE9GTDlmmmfplAM9SYfcCeFsp5U5Mf+s7hT8bwJ3T5x4Ar9pTGUfoBMBLSilPAvAtAF40XbeLdq6fBfCMUso3AngygGcR0bcA+BkAryilfA2ARwHcPaW/G8CjU/grpnTnRT8I4CNi+yKeY7/47wkO8QHwrQB+W2y/FMBLD1mmAed0B4APiu2PArhlWr8Fu3dGAeAXATzfSnfePgDehN2fzl3YcwXw9wC8H7s/zPsrAJem8OttGMBvA/jWaf3SlI4OXfbEud2G3Y3tGQDejN3/YF2oc5z7OfTQ+1YAD4jtB6ewi6Sby2P/QvkJADdP6xfi3Keh1zcBeBcu4LlOQ9IPAHgEwFsB/DmAT5VSTqYk8lyun+cU/2kA+T+DOpz+M4D/AID/gOYJuHjnOEuHBuXnlcruNnxhXjMgoi8G8BsAfqiU8jcy7qKcaynltJTyZOxc11MBfN2BizRURPQdAB4ppbzv0GVZsw4NyocA3C62b5vCLpI+SUS3AMC0fGQKP9fnTkSXsYPkr5RSfnMKvpDnCgCllE8BeAd2w9DHERF//Veey/XznOK/FMBf77morXoagH9ORB8D8Hrsht+vxMU6x9k6NCjfA+DO6QnbTQCeB+C+A5dptO4D8IJp/QXYzedx+PdOT4S/BcCnxbB11aLdX/m9GsBHSikvF1EX6lyJ6IlE9Lhp/Yuwm4f9CHbA/O4pmT5PPv/vBvD2yVmvVqWUl5ZSbiul3IFd/3t7KeVf4gKd4xAdepIUwHMA/Cl2cz//8dDlmXkuvwbgYQBXsZvXuRu7+Zu3AfgzAL8D4PFTWsLuif+fA/gTAE85dPkbzvPbsBtW/zGAD0yf51y0cwXwDwH84XSeHwTwo1P4VwN4N4D7Afx3AF8whX/htH3/FP/Vhz6HxvN9OoA3X+Rz7P1s38zZtGnTpooOPfTetGnTptVrA+WmTZs2VbSBctOmTZsq2kC5adOmTRVtoNy0adOmijZQbtq0aVNFGyg3bdq0qaINlJs2bdpU0f8HDBRc/YSrY4AAAAAASUVORK5CYII=\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#### **If we want we can clean the mask using a threshold**\n", + "Obviusly you can already use the mask but for some task is needed to make some clean process. We can do this using, for example, a threshold function." + ], + "metadata": { + "id": "bzt0FpeV03Ar" + } + }, + { + "cell_type": "code", + "source": [ + "retval, img_thresh = cv2.threshold(mask, 80, 255, cv2.THRESH_BINARY) # thresholding to clean the mask\n", + "mask = img_thresh.astype(np.uint8)\n", + "plt.imshow(mask, cmap='gray')" + ], + "metadata": { + "id": "r1QbKjcO03WD", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 287 + }, + "outputId": "fb3fab93-297f-4a66-9fc2-568ba2239e31" + }, + "execution_count": 7, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 7 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "In this case i used a fix threshold but it can be also adaptive threshold." + ], + "metadata": { + "id": "HE-HvS2gfvDQ" + } + }, + { + "cell_type": "markdown", + "source": [ + "#### 4. **Now let's see an example of using to report the identified image to another background**\n", + "Obviusly it is not the main use of the mask but i use that example because you can see all operation globally." + ], + "metadata": { + "id": "XqDaf4-M064L" + } + }, + { + "cell_type": "code", + "source": [ + "img_applied_mask = cv2.bitwise_and(rgb_img, rgb_img, mask = mask) # Section the original image with the mask\n", + "img_applied_mask *= 255 # Make range between 0-255\n", + "img_applied_mask = img_applied_mask.astype(np.uint8) # Convert to np.uint8 for the further operations\n", + "plt.imshow(img_applied_mask)" + ], + "metadata": { + "id": "QJjn7qy807MC", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 287 + }, + "outputId": "216db795-b98a-4b24-c31e-cc8ff43fe36b" + }, + "execution_count": 8, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 8 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**Let's choose a background**" + ], + "metadata": { + "id": "QwmAtSqY1Ee6" + } + }, + { + "cell_type": "code", + "source": [ + "img_path = '../examples/background.jpg'\n", + "Image(filename=img_path) " + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 427 + }, + "id": "zNIt5Q0OYAti", + "outputId": "fac43573-47f1-45ce-f783-0c5e0e5a753a" + }, + "execution_count": 9, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "image/jpeg": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 9 + } + ] + }, + { + "cell_type": "code", + "source": [ + "backgruound = cv2.imread(img_path, 1)[:, :, ::-1]\n", + "backgruound = cv2.resize(backgruound, (img_size[1], img_size[0])) # Resize background image in the same size of original image" + ], + "metadata": { + "id": "IOZp0b8aZp4J" + }, + "execution_count": 14, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "img_logo_mask_inv = cv2.bitwise_not(mask) # Create an inverse mask\n", + "plt.imshow(img_logo_mask_inv, cmap='gray')" + ], + "metadata": { + "id": "dvUIzajL1EtS", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 287 + }, + "outputId": "c8c24945-ae39-414a-ce7b-4199fb207472" + }, + "execution_count": 11, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 11 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "img_foreground = cv2.bitwise_and(backgruound, backgruound, mask = img_logo_mask_inv) # Isolate the foreground using the inverse mask.\n", + "plt.imshow(img_foreground)" + ], + "metadata": { + "id": "x3I18xkkgavR", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 287 + }, + "outputId": "fb93b09c-6f59-45a5-9db9-eeec8cd03c6b" + }, + "execution_count": 16, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 16 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "result = cv2.add(img_applied_mask, img_foreground) # Add the two previous results to obtain the final result.\n", + "plt.imshow(result)" + ], + "metadata": { + "id": "xw2uFTjDgd5Q", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 287 + }, + "outputId": "5647520a-6c6b-4ae2-9983-a22fa40a79ce" + }, + "execution_count": 17, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 17 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" 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