{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 卷积计算与模块\n", "前面我们介绍了卷积网络的基本知识,其在计算机视觉领域被应用得非常广泛,那么常见的卷机网络中用到的模块能够使用 pytorch 非常轻松地实现,下面我们来讲一下 pytorch 中的卷积模块" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 卷积\n", "卷积在 pytorch 中有两种方式,一种是 `torch.nn.Conv2d()`,一种是 `torch.nn.functional.conv2d()`,这两种形式本质都是使用一个卷积操作\n", "\n", "这两种形式的卷积对于输入的要求都是一样的,首先需要输入是一个 `torch.autograd.Variable()` 的类型,大小是 (batch, channel, H, W),其中 batch 表示输入的一批数据的数目,第二个是输入的通道数,一般一张彩色的图片是 3,灰度图是 1,而卷积网络过程中的通道数比较大,会出现几十到几百的通道数,H 和 W 表示输入图片的高度和宽度,比如一个 batch 是 32 张图片,每张图片是 3 通道,高和宽分别是 50 和 100,那么输入的大小就是 (32, 3, 50, 100)\n", "\n", "下面举例来说明一下这两种卷积方式" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import torch\n", "from torch import nn\n", "from torch.autograd import Variable\n", "import torch.nn.functional as F\n", "from PIL import Image\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "im = Image.open('./cat.png').convert('L') # 读入一张灰度图的图片\n", "im = np.array(im, dtype='float32') # 将其转换为一个矩阵" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 可视化图片\n", "plt.imshow(im.astype('uint8'), cmap='gray')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# 将图片矩阵转化为 pytorch tensor,并适配卷积输入的要求\n", "im = torch.from_numpy(im.reshape((1, 1, im.shape[0], im.shape[1]))) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "下面我们定义一个算子对其进行轮廓检测" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# 使用 nn.Conv2d\n", "conv1 = nn.Conv2d(1, 1, 3, bias=False) # 定义卷积\n", "\n", "sobel_kernel = np.array([[-1, -1, -1], [-1, 8, -1], [-1, -1, -1]], dtype='float32') # 定义轮廓检测算子\n", "sobel_kernel = sobel_kernel.reshape((1, 1, 3, 3)) # 适配卷积的输入输出\n", "conv1.weight.data = torch.from_numpy(sobel_kernel) # 给卷积的 kernel 赋值\n", "\n", "edge1 = conv1(Variable(im)) # 作用在图片上\n", "edge1 = edge1.data.squeeze().numpy() # 将输出转换为图片的格式" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "下面我们可视化边缘检测之后的结果" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 使用 F.conv2d\n", "sobel_kernel = np.array([[-1, -1, -1], [-1, 8, -1], [-1, -1, -1]], dtype='float32') # 定义轮廓检测算子\n", "sobel_kernel = sobel_kernel.reshape((1, 1, 3, 3)) # 适配卷积的输入输出\n", "weight = Variable(torch.from_numpy(sobel_kernel))\n", "\n", "edge2 = F.conv2d(Variable(im), weight) # 作用在图片上\n", "edge2 = edge2.data.squeeze().numpy() # 将输出转换为图片的格式\n", "plt.imshow(edge2, cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "可以看到两种形式能够得到相同的效果,不同的地方在于使用 `nn.Conv2d()` 相当于直接定义了一层卷积网络结构,而使用 `torch.nn.functional.conv2d()` 相当于定义了一个卷积的操作,所以使用后者需要再额外去定义一个 weight,而且这个 weight 也必须是一个 Variable,而使用 `nn.Conv2d()` 则会帮我们默认定义一个随机初始化的 weight,如果我们需要修改,那么取出其中的值对其修改,如果不想修改,那么可以直接使用这个默认初始化的值,非常方便\n", "\n", "**实际使用中我们基本都使用 `nn.Conv2d()` 这种形式**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 池化层\n", "卷积网络中另外一个非常重要的结构就是池化,这是利用了图片的下采样不变性,即一张图片变小了还是能够看出了这张图片的内容,而使用池化层能够将图片大小降低,非常好地提高了计算效率,同时池化层也没有参数。池化的方式有很多种,比如最大值池化,均值池化等等,在卷积网络中一般使用最大值池化。\n", "\n", "在 pytorch 中最大值池化的方式也有两种,一种是 `nn.MaxPool2d()`,一种是 `torch.nn.functional.max_pool2d()`,他们对于图片的输入要求跟卷积对于图片的输入要求是一样了,就不再赘述,下面我们也举例说明" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "before max pool, image shape: 224 x 224\n", "after max pool, image shape: 112 x 112 \n" ] } ], "source": [ "# 使用 nn.MaxPool2d\n", "pool1 = nn.MaxPool2d(2, 2)\n", "print('before max pool, image shape: {} x {}'.format(im.shape[2], im.shape[3]))\n", "small_im1 = pool1(Variable(im))\n", "small_im1 = small_im1.data.squeeze().numpy()\n", "print('after max pool, image shape: {} x {} '.format(small_im1.shape[0], small_im1.shape[1]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "可以看到图片的大小减小了一半,那么图片是不是变了呢?我们可以可视化一下" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(small_im1, cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "可以看到图片几乎没有变化,说明池化层只是减小了图片的尺寸,并不会影响图片的内容" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "before max pool, image shape: 224 x 224\n", "after max pool, image shape: 112 x 112 \n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# F.max_pool2d\n", "print('before max pool, image shape: {} x {}'.format(im.shape[2], im.shape[3]))\n", "small_im2 = F.max_pool2d(Variable(im), 2, 2)\n", "small_im2 = small_im2.data.squeeze().numpy()\n", "print('after max pool, image shape: {} x {} '.format(small_im1.shape[0], small_im1.shape[1]))\n", "plt.imshow(small_im2, cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**跟卷积层一样,实际使用中,我们一般使用 `nn.MaxPool2d()`**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "以上我们介绍了如何在 pytorch 中使用卷积网络中的卷积模块和池化模块,接下来我们会开始讲卷积网络中几个非常著名的网络结构" ] } ], "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": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 2 }