{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 数据增强\n", "前面我们已经讲了几个非常著名的卷积网络的结构,但是单单只靠这些网络并不能取得 state-of-the-art 的结果,现实问题往往更加复杂,非常容易出现过拟合的问题,而数据增强的方法是对抗过拟合问题的一个重要方法。\n", "\n", "2012 年 AlexNet 在 ImageNet 上大获全胜,图片增强方法功不可没,因为有了图片增强,使得训练的数据集比实际数据集多了很多'新'样本,减少了过拟合的问题,下面我们来具体解释一下。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 常用的数据增强方法\n", "常用的数据增强方法如下: \n", "1.对图片进行一定比例缩放 \n", "2.对图片进行随机位置的截取 \n", "3.对图片进行随机的水平和竖直翻转 \n", "4.对图片进行随机角度的旋转 \n", "5.对图片进行亮度、对比度和颜色的随机变化\n", "\n", "这些方法 pytorch 都已经为我们内置在了 torchvision 里面,我们在安装 pytorch 的时候也安装了 torchvision,下面我们来依次展示一下这些数据增强方法" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import sys\n", "sys.path.append('..')\n", "\n", "from PIL import Image\n", "from torchvision import transforms as tfs" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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4pB8tZLNFhkbG0dJCSInjmGviuh5KKULfhO9pzyXnpUmnXEOmVpEJWaOItK0h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\nMc4Ro+aC/elI3/eM08Lzly867lTHiH7//XdCEYZ5IRQ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"text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 读入一张图片\n", "im = Image.open('./cat.png')\n", "im" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 随机比例放缩\n", "随机比例缩放主要使用的是 `torchvision.transforms.Resize()` 这个函数,第一个参数可以是一个整数,那么图片会保存现在的宽和高的比例,并将更短的边缩放到这个整数的大小,第一个参数也可以是一个 tuple,那么图片会直接把宽和高缩放到这个大小;第二个参数表示放缩图片使用的方法,比如最邻近法,或者双线性差值等,一般双线性差值能够保留图片更多的信息,所以 pytorch 默认使用的是双线性差值,你可以手动去改这个参数,更多的信息可以看看[文档](http://pytorch.org/docs/0.3.0/torchvision/transforms.html)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "before scale, shape: (224, 224)\n", "after scale, shape: (200, 100)\n" ] }, { "data": { "image/png": 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lRgaaxYuXfPT4EwSCB48e8eD+fY6Pj2iahqODQ8/HGo38jl7XSOFj9/FgyONP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\nvKbqWqyQtM7RNi1f/fJXSAKFa8qeEi2Ik4zl4pI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dQIeC2WzJ08efcjo54N7pGT/60buI\nMOBbv/SLxIMULQW2bRgEMbIz2LpGWI+xr9uGOI6QdcWPv/fXvP7Gm3z24QekA8+ejdKM8XTK2dEh\nRwe/wd/5rd/mvffeZ7Pd8vTpS26ul6zWa3aK9s5aDg8nfhZ713B+fkaSpoyGQ46ODhkPhwxHY8qq\n4vb21ovJ9XWDKApom4ar2TXm2mIBHXoiYJymBGFEEES0bUPXtp6GLkSPRBnPRG69ugpSEIcJKvBq\nM9pLumOM9jMftaZrW88cMB1hD+/afrPTvaSoc46q8jNW2q5BKkGcJj3KFe57vJXWtF1Dkee0TUlR\nVZRljZCSo8NDkiRGK8lVc+VrU9oX73TPwkj7c/Tw4UPe+spXOD4/JxsNSQYZYZKCUpRtR53nCKnw\ns9ot1jhWqzUffPABP3rvx3z62Sc9ZN34tuuu9fCzVAySmCxJ0FJRbHNuLq+QrWGYDdBIvc85fGLd\n24H1cfPnDIQ7HgTV5yf+Xre3k34siQChAv/au9fQEmH9OCyDRYUx2ZGXtK+rguF4SCAlKo44Pjxg\nPJlwObthWzfcV4I4i1E6ZDCe+N3TCm5Xaz+bUEqOjk/RStK1DbZruL1d8+6P3+fjUPPtb3ydDsfs\n2XPoOr7ypS8xHo4wXesr0FJ6fF0KJieHfv4GEElom4rydgF1zYurC7riHm+89Tarqytmi1uPeAUR\n77z9DkEQ8YvfahFWUvT957rv6BsOM79hWEsUR15xpK81eSGJGiUlodbcXF+SxBFHR4csFnOqpubd\nH73LNt9yPZtzNZujwpCT01MODg69F5pOPcqkvR6A7FuNrfFddLH2ibRrSozxv2VnvcE5HFXXEoUh\n1noqUDIa9p6mo24qLzFqfS0hCDRd4EMpKQVhFHrWb137fFZ5DVylJJvNFltUqDBhPI0YTewe4dts\nNv2s+XnfBl0RBppgkPLg0QO+/e1v88YbbzCZTtFxigu85+ysn0CmY0kQxwRS0bYdt6sNN7MZTz97\nygcffMCL5y9Y5RtW2xVNU2Pa1o950AGDJCFLYiZZxvnxCWdHR0yyAcMkIQ5DP4LNcMcL3IFx+7rf\nPu7am0JPI9nRed3+vrvexfVQ8Kvn7fqPpfDJqpISpyVWCJLphJNHDwnThHKzwQqBCxQNjtHhAW1r\n2GwL5rdLOiE4efAapvFCbUVRkue+vbOqS++BtEaFkq9/45t87Wtfo6hzsiTm3/zhv+Lp8+dUeUmE\n4ujggKosCcKAyfEhQeox8TCOCCQMtOb++Sl/e3nBZn7D7e0tUivaTcr1s8eEcYatO2hKXl5ckGRD\nxtNDlNJ9p1pC09REcYyMhG80AjbbLWVdk6QJWZZRVRWbKsdZP+F2MEg5V2dUVYGxXlVknIQMx2M+\n/uwxi+WK9XbLxfUN3/vbd4mihFGWcXI45Z233+LNN9/kYDpFK+WnyxpfI8Jav7DbDikFcRyDUrh+\ncKUxhixJPL3eWuqq3N+WQuCsoSoLqtIPwxHSF912s+jbzifYWir/GwIOCUFIPBjinM9x0jgiCLxg\n3bgsGQxHTA8Pefz4MZvtljRJOD095atf+Qqnp2fIJKIVgiAKSQbj3kAsTkvqtmU+m7FarymKkvV6\nw4vnL3n69Cnz+Xw/kFXsNNyEwHQtRd0QC0kyHDMZjBhnQ46mU86OTzicTEgjn3f1HuTVxe1MYk9l\n5yeOvzKNV+TEu9c/tdWwv884g3Buz/RtgSBLmJydEWUJTeH1aderNW1RkmQpg8mQzhpQms3tLcvZ\nAhWEZCpA6YjRJKFuauqmxdmCOApRsh8WIxSDyQFt2/B7/97f5zd/83eQ/YCU7/3VX/Gnf/zHvPHW\nm3w1/Dqx6RgdThFRjHCCbVkQpRkPX3sNJQXDQcbNzTWLmwuW8yuiJEXHKdiGydEpLy6eUuRrdF9k\n2innd13HcDJBKeNHKIsWS8vF9YI0zciGAwgEtjEMhiltVXn+UKgpi4Z+JBePXn+dxWrFunyPctYg\ng5Cu7qjynNv1hsvZDS9ubvjxJ59wfHjEyfERB9MJcexDHtt2Xu5H+gp85zz0G4QRWimkg/X6Fikk\naZqgJFjT3tEbMFjTeRSzE1i8MmMQhH7SbL+5FlWFEKrvUASDRARe57ftGpyAxvrZ6rWx6DTj/utv\nMj45ZTFfsFguyA6PaJVm1TSQJIRBgEoydJLSWV8gnd/M+ejjj/ns6RM2261n+zYNeV6Qb7a+I7Nt\n6YxBGIvoDHSGAEkUhozTAZPBkOODA4aDjEAHOAGtNRgJKgoQf/mjxz/ZFthfpPzZMkC7ATg/1UB+\nzkVYg8SghQDbIW2HdAbRtj6hNp5+kG+25JscYyynJ6es1ism00nfKx2TDQaUdYOQmvP799luNoRh\nANZQbDdsNiuqPo4+u39OEAZ0XUeoNUkc7ynRV1dXKC1J0oQ49RL/ZV36wZ/G4KqKxc0lL5894c1H\nD1ncXJBvtyRxjHGWq5sF623Bg9ffZDg5JB6MOD0+Zb1esV6v6bqOJPV0lSRNmS0WGOuIk9QDDY2v\nGmfZgNvlLaEOSOJ4X0dxzrJar7DCc5OePH/G0xcXvPve+7y8nlHWje+WdH6+hxdoGzAaDAgCiZaK\n4cAzV5MoIk28gr5v1e0Q1pLGKQcHB8RRhFKSOIrR2s8pFDjCKPTaZYMBONd3TbYI7ZVShJR43qBF\nyAAVBj4XsA4rBGVZ71VSurYFZ32fuxAUlWfRhlFEnMRUdc3t6pb1euNFs+OIw8MjJpMJUZQShinX\n8xnv/uhHPHv5nE2e0zR1P1bcc+6apsH1c+8lflKAlgE4SxQGTAYDjqZTzo9POD485PTkiDiOeta5\n38w9AVP7WTM/sc3vjUD8xH1fWO4/4/rnXKTDGkttOiQW5YQfuwugvJJ4Np4QRAlS+y7E+fy2F4Du\nNVWrkmw0YjQeg1TUVU3T69d2xhAlKYPhkHyzYbPdIITms6cvQAqmR4c0ShElCUIKHhweUORb2rbh\ntigo50tGWYZE0ToI4oSjew+RWrHe3hJmKZt8zWp9S9PUHB0eECcRnz3+iNN7JcfunLlpEG1Hu1z5\nz1iVbPItYjJmrEOWm1ueP33CwdERQRCyWq/J44QwiWmDiHzrxZPzfIvWinSQcXF9TdU06DAkHQyY\nTKeE2YC67bi8nnGzXOK0xEjBfJuz3OToQJFGEcFqRRhoz1/CMRmPSeKI4WDAJBvgrB/zbK2lLHwV\n/fTkhMl4jJICZ2Owlqb2Q1CFFGw2a8qmI4iCfl69HwZqupa2KtFhglAaHYboKEL0g5CapqGpG6zU\nXobHChorwEkCGRAPUwYqxOjIKzw6x7IsWeQF+bpACE/V//jxp9zMb6jblrZrvaZBFBIFIYMsI4li\nhoOM4SAjjRLSICJLEj9RLPK3x8MBgzT13lJ7iolQAoun+FvnEN/54SsP8iqk+smF/vO8xKtjP99I\ndsUerPWpvOv/dp0XeDYd0nQIYzBtDaaDzlBXFU3r1TLiLGWQZQwGA4qq2lOVN5vNHquP+o48gNa0\nHkGTbj9Racc78oPi/U4hrOPlixfMbm78rO9e1CGOFEmgaYqc+eULXnz2GbatWS8X/v0AHUY8v7jk\n8PSMs/P7nB6fUG+23N7eekWULAMpeP3117HOsVgsWSwW+1bfoihJs4QgTtHJAJQXje6M4bMnT6nb\nhrIXUrAIjIO6bnFC+OE3Zck6L7meLdnmOVVTsdmufR1Lij10G2gFxmedgVREQeA7OkdDDqdTppMR\nSRwRSoFWgjgKGaRJLy3rQ6mDgwPG06lvPusMRVHsNbCiICJNM8IopqxbgijGCUnTdYh+nr3D9+QH\nKkTpgM56MitCIJSmblqKuvCawsWG9WbFtth4wQ0VoJWmrRtWK99r3nadBxTShNFwxMF0wng0ZDAY\nMhxkxFFEHIQMopgoCHy/udwxR/yq1Frt5XP9pIFezspaxJ/98NNdnPT5xf55C3h1nxA/99jPMqLd\nRfZGIXbolvOxLdb48WbO4roW1/k5d67zI6HbrmNbllgco9GI42M/l9xZT4lpW6/Y4SU76XlGwotA\nm5rxdNIL2rVeic86iqIkiSKi0M+gcEBdlqzX6z35rq5L4kARCLi9uWF++ZKrFy94/MnH3N7eekG0\nyZSqbbmaLTg9v8eX33mHo+kB+cb3QCspubq+pqkrDo+OOTo8BAHbbc5sNuPx48coKXnnK18lnUzJ\nax8mtF1HXpRcXV+z7JPQo5MT6taLvk0PD8iyAUVVcz1fMF/eMlssmS/mXkDOeb2uvXqHtSg8s8FZ\nT+fwdG/NZDTg/r0z7p+dMIgjTwyUjkGWkmWpHyYTBPtC8HA8pu4a/Cgz5YvEDpzztJC8qhmMhoRx\n6qfJBt6bIARCaqTUCOE3AtNZT0Oy+O7FrqVqK8qyoKwK6tbzubq2o60bqrLyrcrWkiQxw+GQyXjE\n0eEhk8mY4XBImiRkWUIYhGghCHtRa/FT1ucXB0Z9rgD+Jz/8ZFf+68Es8UXr4JVj+GLS/oVju9e4\nw/79qUYi7sR1zni9V2sQtgNjUFiEMbiug67t1UDsXlJT9fKQTePn3oVBSN1XcKPICyYHgc85hPTA\nQBRHTMZjrLWsVqs9ndt1/iQjhJ9HUdeUZYFWmtE4IwoVt/M5yjlirbidzYjDkMeffMKff/c7PHn6\nlKquPfIVeT3b1x69xsPzewx7MqHPQxKcsby8eImfpyE8RWI8putaLl5eIIMAFXmN3s12y2w2816i\naVit1yxvb9lsNhwcHRNFEXGakWWZF1uIEzpnWa+3rLcblre3vHjp+yvyPKfIS7rOeLkjgR8eA73S\npCYKNONhxoN75zy8d854mBIoLxihe2GGsigpyoowSgjjiNv1CvADSwfZAClVLyGUEYQxBq+XpQLd\n91mEOKnojKOqG+q6BfzwHq29trKXPPXGUdde+7esCooip8w9MTKKIuLYG8bx8RGnR0e91xiQpomf\nayn9Z9+N9VZCvBJcd17DTSB9ewZ3lUPZk3cdFt1LT++X+09u/q+OedBW/Oxjn/M+n0/gX5kUWOdr\nKb5/xPeWOKk+9xmktFiUhwn7ZFEIg3aOpu2g8cLGCsVqkwOC0WjAZrNFSE1nHNlwzHqzwjrJZlti\nnWI4HGCdF5qLkgGr1Zpt0xH2FJPaOMrWkgSKddmQuIDp6T1WyyWVtTQqwhjJ0cO3+DYBq+aPefLs\nGYvbDUHghZy3dcfteutbbo1hPpuTDTOiMKJ1gtFozGIxp5svuVquCIOAMB3StC3bssTMFyBgOJlQ\nNw2jyYTJwZTR7ZjFYsG2KBnHY46ODrzEj+nIt7foMCBUMEpj4uCQLI48hXyzZj6fM1/c0rV+mIGQ\nnlIEfc9O01Evbr3ARVNz7/iY0TBlPB4hdIjpDNl4yvBQsVzcstpuidOUbZ5zs1z6eSWDIWmSUbWG\nMPE6XTqKfXLuvKRnYwxSR57xHXjm77YqXs2TQfTaXj55b5vGC3BsS6qy7smygkE25OjohNdee43T\no2PSNCEKw/3IOOesp6v0REcvj9t7ELxwhXAChN3TSHYEW+4c09baVzUL5z6/oO8s+LvV9rvXP+1y\n97Gfe54Qr/S0HD3yAL470b1qssJhnEAoAUIhjFdhV8pS1xVCBbTGEUYJZdOC8FD1pqgpm46yKNGB\nJh1q6tZ/ryCKmC/WRMmQ201JGBmSJMXJAIeg7CAvSiaTKUVnKTtHGmqKztJsSoSKSJKIyGoPClQV\nydE5v/q7f5ez5894/OnHfPLJxygleXmzpDGWRijefONNHrx1wMXFS+bzJdYablY5DosqWw4Opjx9\n9gKltBd+lpKmfbp39W+88TpRktI0BZ01jCZjLI4PPnyPFy+fcnZ23veddwxHQ25Xa68FoEOkaYiV\ngCQmOjlmPBiy2eZsy4KyrGmNoTOWpjXgBFI67Gqz70U/bCfkTcvBdIKSitu86EXnal84bGqv1o6k\nbro+KU8ItW95yKsaV7cEcYzQ2qsjhpEPp/rKvJB+8ljnzH79OeHXpLGGvCzZ5AV1Y7DSszDCNCMe\njkiGI4IowUiJVRqnNQY/vVYI6UdRIBCSXsW9j46cAOkQznsQh+s37N4+hOcROuEQ/+YHH7q7O/1P\nUzX5/+e+n/UYCUi7MyRvreZVSckbkrG4zkDP+1fC2zzWzzDc9SZ0fZLbtl3fxOO737quJY796LNn\nz57jcGSDAQgvKfn02TNM13F8coJ1luubGWmaUNSV18SKYpaLOc4Z4jjwotadRQnFcDgi3xaUvRbu\ncrmgqyusafnRu3/L9fU1z58/pSxyX2voWh4+fMQ777zDYj7n+uaGhw8e8PzlC4+oZJnPiRCeA6XD\nfka5pG29mPLx8RFhGLJaLbi6uqIsCwDfI64V9+6d43BIJZmOJ+RbTxJM4oSiKFksbsnLkqKqmd+u\nqDtD57wSe1kbjPXhB84gnSMKJaOBHzcwyFKGwyFZ5gUOyrpCSu1pLZ0foxBH/9/2zrRJsiQ7y4+7\n3y32yKysqu6eRTMIDMmQoQEMMOO38wtYvwhJSGKmp5fac4ntLr7y4fi9EZlV1QMDEjTIZ9oyMiIy\nKiKuHz/be963oakammbGcrlmtV6TEsyXK5r5EmU0qiikIRkRuTak8RiSUMmGKP0K6wZhhjyJjmPb\n9oSYqEoh+N5eXfPyxXO++uorXrx4wWq1pKlrysLItKDRGD3uu6xCQJY5mA78MY2Q3wVSlcb/P7qt\n/u1//q9jg3HcyRNkROuzvzg3yy+MQSmZOtRq8hBiiOmjvxtf1yQwUU3jucLrKvEegEoCk08hSBIJ\n0jMhEvyAUlJ1CJlaxjmBioBif9hDno9erQTYeDgcCCFytb0iJiFuePP2Lae2ZbPdsL264vXbN7Rt\nK+wZMfLixQuhxVcp50uKGBOFlrHRxWxB33W0xxPO9gRviWFg3tR89+3X/Jf/8me8e/dOOuNdx3w2\nw5QFBpGJCN6zvbqibTt2uweWSyFyW61WlKakLAtCPgj2+x11Jfet10vevnnDhw/vGYae9nSk6zvW\nqxVffvVSLmxIwnhezzkehck8JmR2pu+53x14f3/P3f4gvMVB5JBVSgjx+DlP0Uoxn0mxoq5qtldX\nOGe5u39gvphR1xWr5VKkEBA092K+FDbLqiEAKE1Z1+JByoKmnpEcRB9w3hGTFzVj37M/7Li9v+XY\ndviQKMqKqlkwny9YLjZc39zw4sUXvHz5kufPn7PI+UZVlhlVrGXMV8vnGfNhnTQpPs6N1UcGko/s\ndPkTCmIU8Zt03uAg7iXFrDBFYpwbeRxcpYvW+/nn9HIjFEV+yahhyTkgJ0b5wqQUZdApSLKuoiSR\no5EmEkUWfUnIOG4MIdewDe3pxHK5EA7cWho+MQZms0Zq9FUlQpFEqlmNKg2mrCjqhs32GheE1mZw\nA9YGqnohXXGtCCkSQsJqT5UMHtGwqJaK1GuUL/CDpguBxfaGf/6v/w1/9Zd/zv3trRB4x8RmvaY7\nHrHDIGzrxwNFaXj+8gX/7evf8M2337NcLbjeXrPdbtGoScV26Dru7m55eDjwxcvnbDcb2tORWVNx\nOh0k7FSgtKKZNVlyO1KVhvVyhXWe+91emqR1KbqMKXJ7vyMSc2iRpKII+Ci3FeBjS2stSp34sNsx\naxrhti0KQoKgNMmUjOQfNiV827LQGq0NptAMQ49vIyEPVClMJhDvMnSlpeuOnNqjeJGQCGjKZsFs\npTHlnLkpUEVNVAYboLOBslQoZWTYa5SCLDXJaEYGQWVywzsfoiSkQsfZWEZGqjRBqGTvRsgy0NMG\nT9NGVtM2H38/b301epnx72LKJnnGZk2OYzS4bKU+QYohl9EiKQiMGu8geFLwqCjyBKXRFHVN3VQU\nRSWDWNm0tTFQCFtgtJZZJWTYdd2AQjBNs0bcc9PQDQPL9YK264T+J+s/qMzR1WSWQGOEUrWpa1Ra\nEKKn1gUhJdEEDx7bB1wMNFUJhUGpgqZYYIee1aZgGFr+0R/9EQ/3d1TaUCmD7Xr65QmjFK9fv2Je\n13S259tX3zFvKn71qz/h7uGeuw93/M1/+3XWjq958+YNf/DTn/L8+Uvevn7N69dv2KwWzJqGqiqA\nOc+fP2Mxm3E4HDjsD8ybBVUpHFbWBqpSyriLsKBuKkKMhOA4FgLwS3E8bfMWUKKzoZR4zhBljiY6\naZ75FJhFwZF1fY9zZyXjppkxm81xu13eOLL7Rpi8D4GirOmHlu54YOhOeDuIEOfQ4XwgKUMxW8j2\n1B2oA0kVxKTpxpHc3tJfOZaLJU09oyqFITIkQ8ZJTtFGygY0DvuNW9uMe3Syilw8ytU3BWeV2/ED\nXko4P73/6e3PPX65ngrvpDERSoHoBVpu+x4/9Hg7EK2lKjTz2Yx5LRQyAmXI1KIZCDnKZIUQ8Aqh\nlDGaqjDSgAPmdS1KUyQUgVlZ0h1P1GVBoSXmJ0aqwtAUhqI0gIQ3daGhKen6QFJjAgkmS32JEExC\naUgh4mNAGyi0oh8SzWLGlb7Gdb2gTuuSOtQE59huN6SHSFUVNM3P+c1vv+Y3335LM5+zWixYrzbc\n3d6yu9/RHk90pxYN/OEvf0lRah52e54921IrYV7fPQispqlrXr54ntnrSwqt2LmjlEyd9FQoDJvV\ngphk2tG/u6P352s0JugjdexsJo1V7x3WCvNiWQnG7HA4UBTiPYpM+Ox9kMbnfI4xRSYVl4ZumQmi\nH3avcN6RvMW5Qa69E0h9SJKNGhexHorBM1jJT6KXWffj4cjheOT+YcfV1TXL1YbZTA6Upqmp64qy\n0BijqbTMrgMYlXJ+IpRVKYUpcmJ0BSmfFDnkL35os3/q/k899kOG9FQCYYTVpxAIzmL7gfZwpDvs\nCban0ppmvaIyGhUDbuhRZSl0nCnm0WCdw7IkG10LrL4oSxGUjJFFc1a1OvUty6aG4KgLTUyiX1IW\nmhQ8tTFUhWgraq1oBwvBUyjh84ox837pjE2OSYazhsBi3hBs5HTai1ioc9R1SUwGbwfMfMabuztc\n15F8EA+ZEvP5jNPpSKU1/+iXv6TSivf396gicNgf+eqLFzTNjO++/Z7Xr17TtSfevHrFP/tnv2K5\nmNMPlqIsqKsKXVih/mlbCm1o6prr6wXOOrbbLWq/xx9PPOz2HIeexXKREcdzFoue1OUmawjT4SN0\nTVEUo5qaxWLOZiOctdYNdF0nPZiMATvvC41SccKhgaAbJBcMGGM4dR12EK/hnZN8M4cjMogaUSEy\neNBtT3dq6U5HToe9SF4vljzsHri9v2O53jBbrFgu12y2W9brNZv1ivl8TlOXBF1QGYTsQYNK588X\nhXNzipak5TCWjoRAsfjUyf9DsJIfMpDLjuR4Gl2WjsfTKQZPdB7bd/THE67rKJNg9KtCU2uFCgGi\noTSaspKwhxRJIYGKU8I1hnPj7IO5uMCg8E6UdWcZCFeqhNIaF0FFT0qSW5WAdYM0+0gEO6ALTbQD\nKSlMVRDH5lpCtNVTYEiexmgeuiP7TiYHU3bvi2aGGwaur7YctMJ2Ha9evcW2neRWuXpiraUuSgog\nWMtyXnN/+56yqPjpV1+yWiz467/+G3b7Pf/uP/xHfvWnfwIkwmvH1WaNMYq+PaGVYtY03O+OhCjy\nBeBQRYUqPD/75T/g3//H/8T7+z1JwanraXsLSuTkRFwo0nYdSknON17LcfZ8NptxvbpGaz0xl4Q8\ncXg4HKQ3ZUReTWcQo0wjSohl8/jtyNoZM9REwUWfAqGQsoOADoMn2p6+PWCqhrJpqOcLmsWaZiUG\nslhvuLoWsZ1nz2642m5Yr1ZZMqFClyUxKXRSOSPIPDxqzDsSlxj1mBP1x1j3zxjD57zK08eeepnL\nicTz66Uc64rykQF0DPSnEyp4mvWSpihZzWc0s4ZqVmFKCYVUGKPFlGvdclvlkmGGlObPK0hOUmJW\nlkRvSd6iowjSN6URQBqiUVLonLhFT6kUhZK56IpEPwwEr7GD8L0WRSnqvUOH3Tu+ePGcKibu72+p\nM8RdGyNNuRTZbjZUSuEWczabFd9+8zWvvn+FGyzbqy21qfli8QXJKH77/Xe4zhOCsIn81V/d8Ytf\n/JJ/9S//BX/5l3/F7e0tf/Znf87LL16giHz77fe8fPGcEB13d3cYU/Dzn/6ct//1b/A+MJ8J7Wdv\nHR/u7nj2xVfcPuz4zW9/KwdIjKJcpUR7sK7rLJdsp5GEGCMq5xLOOeIpTHPowQec8xNFqnMerU0e\nt1bnAgAXPbEEPjnO9LUS1oylWDVWYQGCIwSH7zvotOR8RYmuasrFitn6itlqQ3Pac+iOnPoTvRuw\ntifGIOPFKZK8yHZXRSFy1UY8xBnUkedXlHiRMTP5nQbyQ/mHmupUjx8bDSPmhONMbi06GM5Ko63b\nHxn2O8IwUCMMGsvZnMWsYVZVmHyiSL/Q5M1/xtNcFgNynnmucY9eLF8R55yIzKckYLlK4M8qJaK3\nGKUoC4PzjmIkJQNqNYZkMhRk+46kLDFF3NDTHY/Q92xWS17/9mtOzmbovST9KSXu372jaWpmqzlK\nw89/8QuKsuT+7g7nHbPZjJuba158+ZJA5HhqadsOUGzXWx7u7jGm4Je//AXNrM7l3wPaCKDxL/76\n16w3K2JM3L59x/4oU319O9A0Dc18znp7xcOx59ff/zl//Cf/hH/4j5f85re/oVQKP8j8+Hi4jaTj\n0mNyQBJ8VN+jlMYUwlITQsa9xZjRwHLqeh+mCuW0N/KhpfSZIGLcSqPxcXHAqmlf5cs5Fnd8IEZH\nDIIgcMHR2p6Z7YXSSEtiXigojaFQhuQdoWnwVUWqalQFiiK3HlJuKMo/khRnSXOgGC1IZUzKZXVK\nnVuLuUh12WwZMSzZ6jiHZPGi4ZJSzGyLieActu8Y2gP98US72zGcjlTAYrFgVmnqUlEaKcURE8lH\nQg6pCn1pHEx17gToKMzremRb4RxvWudkilFpTCHiOzFT1GgtV8DkpM2o/NmiR0colSYWAqqblQUq\nCsbLBUe0PW7oeHd4oCl+ilaJ97e3HPY7SJH5YikTfEE0NzbbDdpoZvM5m/Wa4+EACsq64tS2/Pxn\nP+NP/viPePv2LT5EqlLI8E6tCGg653n5/JrVakWMkb/4y78AlahLze2HW8q6pmwaHo5HvJfL/tCe\nqI97Dn3LFz/5gmZV8/rNd/z0Z3/AH/7hH/Dm1WtiYbBDL94i+DxGqwlRlH9FTkIOFu9thgJJ2XSi\nriWHRQm00RPmaSobjeiJDCZ9fBDHyUAuK6ePb3BuKfgkFc9kCfSooBk8tNGgfSK5SLQR5xO9izx3\n19gFzGeKEAw+KkqTqIzI/6kxItEKpc4VPZSiUJ96I08/wUWh91PPSTnMiWMMd+FlRuH34D2u7+lP\nR7r9A6fdPcPpiPLSKFKzktlszawuMUr+TqUoMgcmVwu1mr4jnT1IzAYzMbDkWmWKcSpZp+yBhMNO\nY5QIeo4GJmKjAecDpTGib5GEerXQBakQaIQpCwolcmZVaYTYjIR3FcMwcHV9w4f3t9RNI6wkh90k\nHDTYgXfvepqm4f3791nFteHhzYPoj5cl337zHTfProQTywmpQFXWvHj+jLbr+eabb7i6WnM8nbi+\nuuJXf/pP+frrr+n7gapuSFrTDr1A58sysyUqnPckFfju9Tf85Cc/4aa84ni6Q5mCL794wevvX0+z\n6DoPNXV91nO0VkqleYNrJWQezp8N4+mK4SK0ThcG8Lv22SfC+PT0WZd3uACpJ7gIg6dzkdAN9KeO\nvu25e3jgw+0duxdf8uLmBZv1ms16zXI+o6kLmrKkMjI3L9cSaTAmMRitfkeI9YMriWFICKmmU3u8\nDXnuXGlUJp8LKAjCemhbgWs0yjDfLNEk9g8PQt4VFlRNQ5UTZlIkRDVBCD6X9zwtLoz3m8wNnDKp\nWZKsHkyaEn2t1DQ2ei40kJN4GVONUThh61JCG8qIWcqcuQ+e7faKobfc3b7j7r0YeVXXEyzGBRlK\nUiASZUUBKfH9t9+xWq0ojCF4x3yxwB8OHE8tReHprWM2n+NTkoJGXfPqzWvW6y1ffPklg3VCoeQc\nX/30Z+x2OxKixFU3DcMw8OHDB4J3/PrXv2G7vWKz2fD+9pbNasPNsxu+//7VRMAQMwze2oGUEsMg\nDPFj01ZyE5W91N/xGs/qBCp5kg0kHNEORG/puxPm+EB/2tEsF7S7Z9juwOH0wNX1M276Z1xttqwW\nCxazmqaqaMqS0iiKpHMEkT2IVr+/gUwjt+NmfeRKx/9AhQghEn0gDBbX9fiup0AxLytc2/Lqm3s2\nqyUvX9wwqwQ6kMpSXJ+WbyPGQBp5hPjdhQOd+VVJMj6popq6xpByyU8SzZE0T+fKmEYQBWPVDcQj\nRedkjiJFdIjgIrUpJE7Pb+XZs2dEb6mMYuh7QpT3UBYlPsjMifMy35JipKoqHh4euPvwQQReTkKZ\n2XUdb96+xTlHVdU0sxlFUfD+w3vqZs5sscRH4RizITFbLAmnE/f3DxRFwW63w4fAYrmgrmtCiOx2\nopV+PHa8ev2W+WLO7ds7FvOFQHN2O06nlqIwjBGDaH6M+cn4nX8K9f23v6arP0ZkpOl/hEgaEt4N\nuFbj2z1tU+MO9wzdnvvdB7YPNxyOX3B4dsP11TVX2y2r+QLXNLnUbyi1plAaZG7q4z7I/+xKE6iE\nKUcZy3QxekmuQiIMDt9blA8k69h9+MD+4Y5kHYu6gnlDtBYVAirGiVkvOAtU04YfT3f42Eguvch4\neyz5GqWn2Fji4JSrNVLpIEShxU+J0kgXebBDHlMVWp4wDBil5GJYiwme6CRfqYyUhA2B5XwG3qIQ\nyTHvRY56fA9Ga0zWV6xWJd7aPMwVuHt4wMZAnTv77z58oOv6rNAkmK7j/UMWqlETg8p+f+B0bLnf\n7zLLvczO1E3JdrvNnWRD10sCHwdJqktjuL+/Z7GQ0dMYY5Y/8JKEIzMj6aIaJbnl/9q++X3W+E9e\napWNVU1SIPkkEuEovO+JQ8nB9XT9ifL+A/v795x2d+xvb7i7vuHlyy+5uXnBYr5g0TTiUYqSSmti\n1MQUH/dB/kdKuRdvFxCMFmNSnJ+n0aI4mRlMpK2fQ5gQcG1Lco5Ka5LWrBZztsslKkbsMMjJEAPW\n9ZRG9LilWnIWFv1Ug/OzaOLx/V18qVMoGyPEhEEg0jIrIa/lcoVLpYTxA9ENEiIOlmAtPnisdziC\nkLXVhWiFDy0hk615N2r/CbGC1kKx0+fpyPl8ztVmC4CPkT4L3A/Osd5u6b3n66+/5rTbYQ4n6tks\nFx6kknVqO9brNVVR0rUdp1OHtVJ5Sgmck4bmarVkPl+KqpYLJBJ2sFCW1LXQJ4UQ2Gw27Pd7hiHm\nqlSYQqqUmCpV/ydW3qkERq7ec7FIniDXUq5rIgbP4AaG9og67Oh297R3d9xvrlldPeP+9p7nL+64\nvr5hvVpJ72Q+Y15V1KVwfxWfgpZcrs+WedVYqptqdXJq5504VbiC7GyVEiYpqqLk+bMb5oWhb480\nRmSf9/f33NzciBzX7S3N0LPYbNFlhXM2C0ReCIFe/ISPFXkvu/dTdY6xCXQuHSqlJFe6/Hz5byst\nca63FuUGtBvwfU8YLLbraNsTh+5Ea3soDLoy9E4EJw/HlphEJNMFP/Ede+8nDqkQZSalKAusHcAU\nuBTpnEgQfPfqNbPZnPlyxfHde/rhRHh4wHsoK+lqO+95f3tLqQ2FLqbexWV1yVrL4XCkyBN2xhjs\nYBk1XEKCpqlJKXF7e8uLFy+4v7+fUA9Sxo0X+RkTSfXf3RpLS/pR/vvIQPKhcAYdykGLjeCFlNrt\nTxzudty9v+Phbsf7t7dc37zg6mrLi5sbnl1t2W6WrBcLmrqiYNIGUecewsV6ahxqLMWNsXzKCe2I\nt08ZERwz3X/wJG+JwUJylHk2oKkbknOcjnsJW5Tmu++/o25qrq6uWPtAjLK1F8s1piwI0RGNni6U\nKQoUcgFHom2t9Udo4YuvOP8uX6pWUBqFTykPqiiCl9M1eo+KDhOdeISuI3QtfugJ1oIdCPbIcNyx\nP+wZoseT6Kxlf2zZnzoxECc6EzZ4KZPGKLoXIJORWrNYLkSrPER0aVBGS2l3fyAB6/WaspnzcOiA\nhLVScaubCpQwH3rnMUJoS0oKbYQxM+RwUsaVZby5LEvqppzm91EySyIhcsFuJywyZVmx3++foCPI\n3uT/kBt5Uvl6Ghuky8fPabIwejpLsJHQ9djDgWG/4+HtG96vt6w317y5ecb1s2c8f/Gcm2c3LFZL\nihjPSEw5Gj7NhZXSaCTyNI1CqYgQ8CZStuzxySlLZqUktfPgO1IUQwneCot4DqnevnnF0LaUpREd\n7uOJZ23Ptrd463CngXLWoJsabXQeLCooQnhsFPm/j0Kpscw4GjURgask0etIPlcuNKJgIrMn+IHk\nLK5vsac9yTlUsOjoUaknDEe64z3H3T3HvmcIHgphWS+1iNG4fqDretphwAOqKDm2HTZETFniYsQq\njTKGth/o9r1wSCHlUms9bTewWq1Yrdbc3T3ki66xvQyOaTQ+yTvHR5QW7NjlHk5JmqxaSV6ktaI0\nBlMalNaM/btZ05Bi4uHhQcgQthuOxxPWutzQS1OV6ylS4m93PT7sHj/yifuf3KVz+JyCaCw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"text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 比例缩放\n", "print('before scale, shape: {}'.format(im.size))\n", "new_im = tfs.Resize((100, 200))(im)\n", "print('after scale, shape: {}'.format(new_im.size))\n", "new_im" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 随机位置截取\n", "随机位置截取能够提取出图片中局部的信息,使得网络接受的输入具有多尺度的特征,所以能够有较好的效果。在 torchvision 中主要有下面两种方式,一个是 `torchvision.transforms.RandomCrop()`,传入的参数就是截取出的图片的长和宽,对图片在随机位置进行截取;第二个是 `torchvision.transforms.CenterCrop()`,同样传入介曲初的图片的大小作为参数,会在图片的中心进行截取" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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m0+mQyaRIWQaaLBGHAa1GnZRlYaompmGhGTp6yqLpdAmIsDJpqvUapmlSqVQY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\nDXL3zhzFoRKBG7C6uoqIJR577DHu3JmjUmtQyKS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Ws0N2oEA+n0eWZbrdLigyupb0lR98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\nAhySApVt22T6U5PCOEbXdf7/B8kVNOL08yUAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 随机裁剪出 100 x 100 的区域\n", "random_im1 = tfs.RandomCrop(100)(im)\n", "random_im1" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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eEJN1LPqex09+7MdZvnWD7d0dbt66znvf8xTnP/hBbr/8MhP+xAglo2kayrVX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\n", "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 随机裁剪出 150 x 100 的区域\n", "random_im2 = tfs.RandomCrop((150, 100))(im)\n", "random_im2" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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974j8kGMwGIAgceXKFba3tzEMI+jUXYdmr49hmQgPv/11PxQK0egG9XIqleLw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\naIzrBZKFVqdLqVKjXK5y/fp1SpUyuVyORqPBH//oh6ysrXF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"text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 中心裁剪出 100 x 100 的区域\n", "center_im = tfs.CenterCrop(100)(im)\n", "center_im" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 随机的水平和竖直方向翻转\n", "对于上面这一张猫的图片,如果我们将它翻转一下,它仍然是一张猫,但是图片就有了更多的多样性,所以随机翻转也是一种非常有效的手段。在 torchvision 中,随机翻转使用的是 `torchvision.transforms.RandomHorizontalFlip()` 和 `torchvision.transforms.RandomVerticalFlip()`" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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Go4GGYKBWZ21tjcpAhKYZDAwMkMlkaHc6hKZJvlQkqYV2u12CELI5C8vUU2MX6GSzeQJf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7Sxj5KFVw4+o1Go0GcWmxpZTi5MmTen8RRwyGQ/YPugjTYmpmFrdeozMzzdzcAnme88GHV5if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\n1UWbKj2G9249H+M48vT0xKdPn+id9uVOp5O2FmqoWirVRUqJp6c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"text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 随机水平翻转\n", "h_filp = tfs.RandomHorizontalFlip()(im)\n", "h_filp" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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hMzm21vZREoFQ2MWcrMjJZnM/WQmPgS2lt0yMhbL6fhriCIj5XhH+e369xBp9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xeJxms0mz2QwDqqfZ2XsMRM3ebrfFRnXwuOcJCfNms0nP71yWZZLpFKPjYxw5eoyO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\ne4/Dw0OOj485OztLW4LX6zWHh4d89NFH7O/vC3G8vUy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GvuLrgXh5tDHTKScUNNfF/q+9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\nAQ3bW4TLaNIzAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 随机竖直翻转\n", "v_flip = tfs.RandomVerticalFlip()(im)\n", "v_flip" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 随机角度旋转\n", "一些角度的旋转仍然是非常有用的数据增强方式,在 torchvision 中,使用 `torchvision.transforms.RandomRotation()` 来实现,其中第一个参数就是随机旋转的角度,比如填入 10,那么每次图片就会在 -10 ~ 10 度之间随机旋转" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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SsbExnvna1wmikL5SGT8MmJmapN0VHjiSYNeuXfT397OyspJEFaurq4TA4OAg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e7p52g0GiwtLZFofUbXrl2je0DQxobH93DpymUOHBYMjwMHJshvZZlfEist2xZVgm1ZAjtqNHBN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\nQ1RVpxTHoOuSkI1WGDspkhUjMjJFoI1rZeV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uA51/RNXNCXwtLReMQbjq6vIC\ngIfnl5ydnFK1DV/6wuefqOoHTyvg9xRt3ymljmH2IrCglLkGiTr+/DQeieOU8UefvAfMQbPCQ9c0\neJPSTZZUa9JsgUlLLrcV2XDzdFDfTDxNwO8xfGTbBjc6FSy2jo+bT5PvTcSsWnX0NVYUzZIEMJi8\nYBp6cA43TlxeXmLSnOX6hH/2N372iat+AP8X8ZOFU/CKXkgAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rot_im = tfs.RandomRotation(45)(im)\n", "rot_im" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 亮度、对比度和颜色的变化\n", "除了形状变化外,颜色变化又是另外一种增强方式,其中可以设置亮度变化,对比度变化和颜色变化等,在 torchvision 中主要使用 `torchvision.transforms.ColorJitter()` 来实现的,第一个参数就是亮度的比例,第二个是对比度,第三个是饱和度,第四个是颜色" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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dIAtDXVDoh/Aoif5+3LOqwO/HaD/MwMAAD/7uQaqrq5EkidbWVubMmUN3TzcA/kAhY7E4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M6HrlKv5OEYuCoY2XuAkfBBFi87hfFwmIce/gMLlnYgms1seOY5rv/Yx3BcdjWPf+Ja1q1aibml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\nAqYps9dus7x5wtnhbe4en5AsMm7dO+flO3AHOOfnOw9eKAB2u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LzzcdIX6AKd5liRYrxz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"text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 亮度\n", "bright_im = tfs.ColorJitter(brightness=1)(im) # 随机从 0 ~ 2 之间亮度变化,1 表示原图\n", "bright_im" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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1zQ221kRxxKCb0OtU5HkB/lyVUgyHY6bTCUIFHlG1rNdr8spT7UJFEscY6fi0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\nzdIxRbA00B1zgsmWNRX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"text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 对比度\n", "contrast_im = tfs.ColorJitter(contrast=1)(im) # 随机从 0 ~ 2 之间对比度变化,1 表示原图\n", "contrast_im" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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MFIuLi2xtbdnXVRB4PhJ/Vw3R4LoevusTxzFGSertFlv1bfbs28drr7zC1PQkvSihMlTl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\n31fr1ev3R8LM2hWXjz0Vwl62IzIn45PqmiroktlMwazQKkuOmEt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"text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 颜色\n", "color_im = tfs.ColorJitter(hue=0.5)(im) # 随机从 -0.5 ~ 0.5 之间对颜色变化\n", "color_im" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "上面我们讲了这么图片增强的方法,其实这些方法都不是孤立起来用的,可以联合起来用,比如先做随机翻转,然后随机截取,再做对比度增强等等,torchvision 里面有个非常方便的函数能够将这些变化合起来,就是 `torchvision.transforms.Compose()`,下面我们举个例子" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "im_aug = tfs.Compose([\n", " tfs.Resize(120),\n", " tfs.RandomHorizontalFlip(),\n", " tfs.RandomCrop(96),\n", " tfs.ColorJitter(brightness=0.5, contrast=0.5, hue=0.5)\n", "])" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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nmWTUExIMDELdyKKEhYnA0pNIfkCNFYTguJ8wMOlzCSgMWGQ5WcGQkr39Pe7c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\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IlBkslxcrlkd+1xsrIhnt7WBeUQE6KaZ89de/Bbh7JoQK7OphMAxGu4gsHJ44aB0i4DTW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ZzAMF6G5e+1Wli3WvNuulTsa51dilkCkOn6zhinIJrHaIndWowZ6C3kFUv3/Y3AJ+15DhimUUhD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\ncrCmkc/AGdJhFuODFAL2+weh2293O7TNR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nrows = 3\n", "ncols = 3\n", "figsize = (8, 8)\n", "_, figs = plt.subplots(nrows, ncols, figsize=figsize)\n", "for i in range(nrows):\n", " for j in range(ncols):\n", " figs[i][j].imshow(im_aug(im))\n", " figs[i][j].axes.get_xaxis().set_visible(False)\n", " figs[i][j].axes.get_yaxis().set_visible(False)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "可以看到每次做完增强之后的图片都有一些变化,所以这就是我们前面讲的,增加了一些'新'数据\n", "\n", "下面我们使用图像增强进行训练网络,看看具体的提升究竟在什么地方,使用前面讲的 ResNet 进行训练 " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2017-12-23T05:04:03.407434Z", "start_time": "2017-12-23T05:04:02.920639Z" }, "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "import torch\n", "from torch import nn\n", "import torch.nn.functional as F\n", "from torch.autograd import Variable\n", "from torchvision.datasets import CIFAR10\n", "from utils import train, resnet\n", "from torchvision import transforms as tfs" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2017-12-23T05:04:04.743167Z", "start_time": "2017-12-23T05:04:03.459562Z" }, "collapsed": true }, "outputs": [], "source": [ "# 使用数据增强\n", "def train_tf(x):\n", " im_aug = tfs.Compose([\n", " tfs.Resize(120),\n", " tfs.RandomHorizontalFlip(),\n", " tfs.RandomCrop(96),\n", " tfs.ColorJitter(brightness=0.5, contrast=0.5, hue=0.5),\n", " tfs.ToTensor(),\n", " tfs.Normalize([0.5, 0.5, 0.5], [0.5, 0.5, 0.5])\n", " ])\n", " x = im_aug(x)\n", " return x\n", "\n", "def test_tf(x):\n", " im_aug = tfs.Compose([\n", " tfs.Resize(96),\n", " tfs.ToTensor(),\n", " tfs.Normalize([0.5, 0.5, 0.5], [0.5, 0.5, 0.5])\n", " ])\n", " x = im_aug(x)\n", " return x\n", "\n", "train_set = CIFAR10('./data', train=True, transform=train_tf)\n", "train_data = torch.utils.data.DataLoader(train_set, batch_size=64, shuffle=True)\n", "test_set = CIFAR10('./data', train=False, transform=test_tf)\n", "test_data = torch.utils.data.DataLoader(test_set, batch_size=128, shuffle=False)\n", "\n", "net = resnet(3, 10)\n", "optimizer = torch.optim.SGD(net.parameters(), lr=0.01)\n", "criterion = nn.CrossEntropyLoss()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2017-12-23T05:08:51.433955Z", "start_time": "2017-12-23T05:04:04.745540Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 0. Train Loss: 1.846885, Train Acc: 0.323370, Valid Loss: 2.031208, Valid Acc: 0.348101, Time 00:00:27\n", "Epoch 1. Train Loss: 1.421866, Train Acc: 0.493127, Valid Loss: 1.635981, Valid Acc: 0.448675, Time 00:00:28\n", "Epoch 2. Train Loss: 1.213214, Train Acc: 0.571232, Valid Loss: 1.435900, Valid Acc: 0.509494, Time 00:00:27\n", "Epoch 3. Train Loss: 1.068615, Train Acc: 0.624680, Valid Loss: 1.198399, Valid Acc: 0.589695, Time 00:00:27\n", "Epoch 4. Train Loss: 0.966057, Train Acc: 0.665082, Valid Loss: 1.374483, Valid Acc: 0.556566, Time 00:00:27\n", "Epoch 5. Train Loss: 0.881177, Train Acc: 0.693274, Valid Loss: 0.936225, Valid Acc: 0.675138, Time 00:00:28\n", "Epoch 6. Train Loss: 0.817892, Train Acc: 0.716093, Valid Loss: 1.524335, Valid Acc: 0.553006, Time 00:00:27\n", "Epoch 7. Train Loss: 0.775561, Train Acc: 0.729799, Valid Loss: 1.144188, Valid Acc: 0.630439, Time 00:00:28\n", "Epoch 8. Train Loss: 0.728689, Train Acc: 0.746324, Valid Loss: 1.020422, Valid Acc: 0.666634, Time 00:00:28\n", "Epoch 9. Train Loss: 0.691437, Train Acc: 0.759930, Valid Loss: 0.880125, Valid Acc: 0.714893, Time 00:00:28\n" ] } ], "source": [ "train(net, train_data, test_data, 10, optimizer, criterion)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2017-12-23T05:09:22.997927Z", "start_time": "2017-12-23T05:09:21.756986Z" }, "collapsed": true }, "outputs": [], "source": [ "# 不使用数据增强\n", "def data_tf(x):\n", " im_aug = tfs.Compose([\n", " tfs.Resize(96),\n", " tfs.ToTensor(),\n", " tfs.Normalize([0.5, 0.5, 0.5], [0.5, 0.5, 0.5])\n", " ])\n", " x = im_aug(x)\n", " return x\n", "\n", "train_set = CIFAR10('./data', train=True, transform=data_tf)\n", "train_data = torch.utils.data.DataLoader(train_set, batch_size=64, shuffle=True)\n", "test_set = CIFAR10('./data', train=False, transform=data_tf)\n", "test_data = torch.utils.data.DataLoader(test_set, batch_size=128, shuffle=False)\n", "\n", "net = resnet(3, 10)\n", "optimizer = torch.optim.SGD(net.parameters(), lr=0.01)\n", "criterion = nn.CrossEntropyLoss()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2017-12-23T05:13:57.898751Z", "start_time": "2017-12-23T05:09:23.000573Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 0. Train Loss: 1.450800, Train Acc: 0.466952, Valid Loss: 1.533483, Valid Acc: 0.471519, Time 00:00:25\n", "Epoch 1. Train Loss: 1.007298, Train Acc: 0.641964, Valid Loss: 1.553861, Valid Acc: 0.483287, Time 00:00:27\n", "Epoch 2. Train Loss: 0.790772, Train Acc: 0.721308, Valid Loss: 1.093117, Valid Acc: 0.623714, Time 00:00:27\n", "Epoch 3. Train Loss: 0.626106, Train Acc: 0.781770, Valid Loss: 1.290194, Valid Acc: 0.579015, Time 00:00:27\n", "Epoch 4. Train Loss: 0.499911, Train Acc: 0.830862, Valid Loss: 0.973577, Valid Acc: 0.680281, Time 00:00:27\n", "Epoch 5. Train Loss: 0.389616, Train Acc: 0.865769, Valid Loss: 1.013823, Valid Acc: 0.685918, Time 00:00:27\n", "Epoch 6. Train Loss: 0.286867, Train Acc: 0.903652, Valid Loss: 0.951596, Valid Acc: 0.708366, Time 00:00:27\n", "Epoch 7. Train Loss: 0.210318, Train Acc: 0.929468, Valid Loss: 1.031382, Valid Acc: 0.706487, Time 00:00:27\n", "Epoch 8. Train Loss: 0.153977, Train Acc: 0.949329, Valid Loss: 2.008988, Valid Acc: 0.548655, Time 00:00:27\n", "Epoch 9. Train Loss: 0.122304, Train Acc: 0.959319, Valid Loss: 1.463229, Valid Acc: 0.673259, Time 00:00:27\n" ] } ], "source": [ "train(net, train_data, test_data, 10, optimizer, criterion)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "从上面可以看出,对于训练集,不做数据增强跑 10 次,准确率已经到了 95%,而使用了数据增强,跑 10 次准确率只有 75%,说明数据增强之后变得更难了。\n", "\n", "而对于测试集,使用数据增强进行训练的时候,准确率会比不使用更高,因为数据增强提高了模型应对于更多的不同数据集的泛化能力,所以有更好的效果。" ] } ], "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": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 2 }