From c504f692723fe41281b4d7efca8fe9c5e5929b34 Mon Sep 17 00:00:00 2001 From: dangqingqing Date: Wed, 11 Jan 2017 19:24:55 +0800 Subject: [PATCH] follow comments --- image_classification/README.md | 118 ++++++++++++----------- image_classification/image/inception.png | Bin 133126 -> 222923 bytes 2 files changed, 64 insertions(+), 54 deletions(-) diff --git a/image_classification/README.md b/image_classification/README.md index feee415..4966b7e 100644 --- a/image_classification/README.md +++ b/image_classification/README.md @@ -8,9 +8,9 @@ 图像分类是根据图像的语义信息将不同类别图像区分开来,是计算机视觉中重要的基本问题,也是图像检测、图像分割、物体跟踪、行为分析等其他高层视觉任务的基础。图像分类在很多领域有广泛应用,包括安防领域的人脸识别和智能视频分析等,交通领域的交通场景识别,互联网领域基于内容的图像检索和相册自动归类,医学领域的图像识别等。 -一般来说,图像分类通过手工特征或特征学习方法对整个图像进行全部描述,然后使用分类器判别物体类别,因此如何提取图像的特征至关重要。在深度学习算法之前使用较多的是基于词袋(Bag of Words)模型的物体分类方法,词袋方法从自然语言处理中引入,即一句话可以用一个装了词的袋子表示其特征,袋子中的词为句子中的单词、短语或字。对于图像而言,词袋方法需要构建字典。最简单的词袋模型框架可以设计为**底层特征抽取**、**特征编码**、**分类器设计**三个过程。 +一般来说,图像分类通过手工特征或特征学习方法对整个图像进行全部描述,然后使用分类器判别物体类别,因此如何提取图像的特征至关重要。在深度学习算法之前使用较多的是基于词袋(Bag of Words)模型的物体分类方法。词袋方法从自然语言处理中引入,即一句话可以用一个装了词的袋子表示其特征,袋子中的词为句子中的单词、短语或字。对于图像而言,词袋方法需要构建字典。最简单的词袋模型框架可以设计为**底层特征抽取**、**特征编码**、**分类器设计**三个过程。 -而基于深度学习的图像分类方法可以通过有监督或无监督的方式**学习**层次化的特征描述,从而带取代了手工设计或选择图像特征的工作。深度学习模型中的卷积神经网络(Convolution Neural Network, CNN)近年来在图像领域取得了惊人的成绩,CNN直接利用图像像素信息作为输入,最大程度上保留了输入图像的所有信息,通过卷积操作进行特征的提取和高层抽象,模型输出直接是图像识别的结果。这种基于"输入-输出"直接端到端学习方法取得了非常好的效果,得到了广泛的应用。 +而基于深度学习的图像分类方法,可以通过有监督或无监督的方式**学习**层次化的特征描述,从而取代了手工设计或选择图像特征的工作。深度学习模型中的卷积神经网络(Convolution Neural Network, CNN)近年来在图像领域取得了惊人的成绩,CNN直接利用图像像素信息作为输入,最大程度上保留了输入图像的所有信息,通过卷积操作进行特征的提取和高层抽象,模型输出直接是图像识别的结果。这种基于"输入-输出"直接端到端的学习方法取得了非常好的效果,得到了广泛的应用。 本教程主要介绍图像分类的深度学习模型,以及如何使用PaddlePaddle训练CNN模型。 @@ -33,7 +33,7 @@

-一个好的模型既要对不同类别识别正确,同时也应该能够对不同视角、光照、背景、变形或部分遮挡的图像正确识别(这里我们统一称作图像扰动),图3展示了一些图像的扰动,较好的模型会像聪明的人类一样能够正确识别。 +一个好的模型既要对不同类别识别正确,同时也应该能够对不同视角、光照、背景、变形或部分遮挡的图像正确识别(这里我们统一称作图像扰动)。图3展示了一些图像的扰动,较好的模型会像聪明的人类一样能够正确识别。


@@ -44,9 +44,15 @@ 图像识别领域大量的研究成果都是建立在[PASCAL VOC](http://host.robots.ox.ac.uk/pascal/VOC/)、[ImageNet](http://image-net.org/)等公开的数据集上,很多图像识别算法通常在这些数据集上进行测试和比较。PASCAL VOC是2005年发起的一个视觉挑战赛,ImageNet是2010年发起的大规模视觉识别竞赛(ILSVRC)的数据集,在本章中我们基于这些竞赛的一些论文介绍图像分类模型。 -在2012年之前的传统图像分类方法可以用背景描述中提到的三步完成,但通常完整建立图像识别模型一般包括底层特征学习、特征编码、空间约束、分类器设计、模型融合等几个阶段。1). **底层特征提取**,通常从图像中按照固定步长、尺度提取大量局部特征描述,采用的局部特征包括SIFT(Scale-Invariant Feature Transform, 尺度不变特征转换) \[[1](#参考文献)\]、HOG(Histogram of Oriented Gradient, 方向梯度直方图) \[[2](#参考文献)\]、LBP(Local Bianray Pattern, 局部二值模式) \[[3](#参考文献)\] 等,一般也采用多种特征描述子,防止丢失过多的有用信息。2). **特征编码**,底层特征中包含了大量冗余与噪声,为了提高特征表达的鲁棒性,需要使用一种特征变换算法对底层特征进行编码,称作特征编码。常用的特征编码包括向量量化编码 \[[4](#参考文献)\]、稀疏编码 \[[5](#参考文献)\]、局部线性约束编码 \[[6](#参考文献)\]、Fisher向量编码 \[[7](#参考文献)\] 等。3). **空间特征约束** 特征编码之后一般会经过空间特征约束,也称作**特征汇聚**。特征汇聚是指在一个空间范围内,对每一维特征取最大值或者平均值,可以获得一定特征不变形的特征表达。金字塔特征匹配是一种常用的特征聚会方法,这种方法提出将图像均匀分块,再分块内做特征汇聚。4). **通过分类器分类**,经过前面步骤之后一张图像可以用一个固定维度的向量进行描述,接下来就是经过分类器对图像进行分类,通常使用的分类器包括SVM(Support Vector Machine, 支持向量机)、随机森林等,而使用核方法的SVM是最为广泛的分类器,在传统图像分类任务上性能很好。这种方法在PASCAL VOC竞赛中的图像分类算法中被广泛使用[18]。[NEC实验室](http://www.nec-labs.com/)在ILSVRC2010中采用SIFT和LBP特征,两个非线性编码器以及SVM分类器获得图像分类的冠军 \[[8](#参考文献)\]。 +在2012年之前的传统图像分类方法可以用背景描述中提到的三步完成,但通常完整建立图像识别模型一般包括底层特征学习、特征编码、空间约束、分类器设计、模型融合等几个阶段。 + - 1). **底层特征提取**,通常从图像中按照固定步长、尺度提取大量局部特征描述。常用的局部特征包括SIFT(Scale-Invariant Feature Transform, 尺度不变特征转换) \[[1](#参考文献)\]、HOG(Histogram of Oriented Gradient, 方向梯度直方图) \[[2](#参考文献)\]、LBP(Local Bianray Pattern, 局部二值模式) \[[3](#参考文献)\] 等,一般也采用多种特征描述子,防止丢失过多的有用信息。 + - 2). **特征编码**,底层特征中包含了大量冗余与噪声,为了提高特征表达的鲁棒性,需要使用一种特征变换算法对底层特征进行编码,称作特征编码。常用的特征编码包括向量量化编码 \[[4](#参考文献)\]、稀疏编码 \[[5](#参考文献)\]、局部线性约束编码 \[[6](#参考文献)\]、Fisher向量编码 \[[7](#参考文献)\] 等。 + - 3). **空间特征约束** 特征编码之后一般会经过空间特征约束,也称作**特征汇聚**。特征汇聚是指在一个空间范围内,对每一维特征取最大值或者平均值,可以获得一定特征不变形的特征表达。金字塔特征匹配是一种常用的特征聚会方法,这种方法提出将图像均匀分块,在分块内做特征汇聚。 + - 4). **通过分类器分类**,经过前面步骤之后一张图像可以用一个固定维度的向量进行描述,接下来就是经过分类器对图像进行分类。通常使用的分类器包括SVM(Support Vector Machine, 支持向量机)、随机森林等。而使用核方法的SVM是最为广泛的分类器,在传统图像分类任务上性能很好。 + +这种方法在PASCAL VOC竞赛中的图像分类算法中被广泛使用[18]。[NEC实验室](http://www.nec-labs.com/)在ILSVRC2010中采用SIFT和LBP特征,两个非线性编码器以及SVM分类器获得图像分类的冠军 \[[8](#参考文献)\]。 -Alex Krizhevsky在2012年ILSVRC提出的CNN模型 \[[9](#参考文献)\] 取得了历史性的突破,效果大幅度超越传统方法,获得了ILSVRC2012冠军,该模型被称作AlexNet。这也是首次将深度学习用于大规模图像分类中。从AlexNet之后,涌现了一系列CNN模型,不断的在ImageNet上刷新成绩,如图 4 展示。随着模型变得越来越深以及精妙的结构设计,Top-5的错误率也越来越低,降到了3.5%附近。而在同样的ImageNet数据集上,人眼的辨识错误率大概在5.1%,也就是目前的深度学习模型的识别能力已经超过了人眼。 +Alex Krizhevsky在2012年ILSVRC提出的CNN模型 \[[9](#参考文献)\] 取得了历史性的突破,效果大幅度超越传统方法,获得了ILSVRC2012冠军,该模型被称作AlexNet。这也是首次将深度学习用于大规模图像分类中。从AlexNet之后,涌现了一系列CNN模型,不断地在ImageNet上刷新成绩,如图4展示。随着模型变得越来越深以及精妙的结构设计,Top-5的错误率也越来越低,降到了3.5%附近。而在同样的ImageNet数据集上,人眼的辨识错误率大概在5.1%,也就是目前的深度学习模型的识别能力已经超过了人眼。


@@ -55,52 +61,52 @@ Alex Krizhevsky在2012年ILSVRC提出的CNN模型 \[[9](#参考文献)\] 取得 ### CNN -传统CNN包含卷积层、全连接层等组件,并采用softmax多类别分类器和多类交叉熵损失函数,一个典型的神经网络如下图5所示,我们首先了解CNN网络结构的一些基本组件。 +传统CNN包含卷积层、全连接层等组件,并采用softmax多类别分类器和多类交叉熵损失函数,一个典型的卷积神经网络如图5所示,我们首先了解CNN网络结构的一些基本组件。


图5. CNN网络示例

-- 卷积(Convolution)层: 通过卷积操作提取底层到高层的特征,发掘出图片局部关联性和空间不变性。 +- 卷积(Convolution)层: 通过卷积操作提取底层到高层的特征,发掘出图片局部关联性质和空间不变性质。 - 池化(Pooling)层: 是一种降采样操作,通过取卷积得到特征图中局部区块的最大值(Max-Pooling)或平均值(Avg-Pooling)来达到降采样的目的,并在做这个过程中获得一定的不变性。 - 全连接(Fully-Connected, 简称FC)层: 输入层到隐藏层的神经元是全部连接的。 -- 非线性变化: 卷积层、全连接层后面一般都会接非线性变化层,例如Sigmoid、Tanh、ReLu等来增强网络的表达能力,在CNN里最常用的为ReLu激活函数。 -- Droupout \[[10](#参考文献)\] : 在模型训练阶段随机让一些隐层节点权重不工作,提高网络的泛化能力,一定程度上防止过拟合。 +- 非线性变化: 卷积层、全连接层后面一般都会接非线性变化层,例如Sigmoid、Tanh、ReLu等来增强网络的表达能力,在CNN里最常使用的为ReLu激活函数。 +- Dropout \[[10](#参考文献)\] : 在模型训练阶段随机让一些隐层节点权重不工作,提高网络的泛化能力,一定程度上防止过拟合。 -另外,在训练过程中由于每层参数不断更新,会导致下一次输入分布发生变化,这样导致训练过程需要精心设计超参数。2015年Sergey Ioffe和Christian Szegedy提出的Batch Normalization(BN)算法 \[[14](#参考文献)\],BN算法是每个batch对网络中的每一层的特征做归一化,使得每层分布相对稳定,起到一定的正则作用,同时也弱化了超参数的设计。经过实验证明,BN加速了模型收敛过程,在后来较深的模型中被广泛使用。 +另外,在训练过程中由于每层参数不断更新,会导致下一次输入分布发生变化,这样导致训练过程需要精心设计超参数。如2015年Sergey Ioffe和Christian Szegedy提出了Batch Normalization(BN)算法 \[[14](#参考文献)\]中,每个batch对网络中的每一层特征都做归一化,使得每层分布相对稳定。BN算法不仅起到一定的正则作用,而且弱化了超参数的设计。经过实验证明,BN算法加速了模型收敛过程,在后来较深的模型中被广泛使用。 接下来我们主要介绍VGG,GooleNet和ResNet网络结构。 ### VGG -牛津大学VGG(Visual Geometry Group)组在2014年ILSVRC提出的模型被称作VGG模型 \[[11](#参考文献)\] 。该模型相比以往模型进一步加宽和加深了网络结构,它的核心是五组卷积操作,每两组之间做Max-Pooling空间降维。同一组内采用多次连续的3X3卷积,卷积核的数目由较浅组的64增多到最深组的512,同一组内的卷积核数目是一样的。卷积之后接两层全连接层,之后是分类层。由于每组内卷积层的不同,有11、13、16、19层这几种模型,下图展示一个16层的网络结构。VGG模型结构相对简洁,提出之后也有很多文章基于此模型进行研究,如在ImageNet上首次公开超过人眼识别的模型[19]就是借鉴VGG模型的结构。 +牛津大学VGG(Visual Geometry Group)组在2014年ILSVRC提出的模型被称作VGG模型 \[[11](#参考文献)\] 。该模型相比以往模型进一步加宽和加深了网络结构,它的核心是五组卷积操作,每两组之间做Max-Pooling空间降维。同一组内采用多次连续的3X3卷积,卷积核的数目由较浅组的64增多到最深组的512,同一组内的卷积核数目是一样的。卷积之后接两层全连接层,之后是分类层。由于每组内卷积层的不同,有11、13、16、19层这几种模型,下图展示一个16层的网络结构。VGG模型结构相对简洁,提出之后也有很多文章基于此模型进行研究,如在ImageNet上首次公开超过人眼识别的模型\[[19](#参考文献)\]就是借鉴VGG模型的结构。

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+
图6. 基于ImageNet的VGG16模型

### GoogleNet -GoogleNet \[[12](#参考文献)\] 在2014年ILSVRC的获得了冠军,在介绍该模型之前我们先来了解NIN(Network in Network)模型 \[[13](#参考文献)\],因为GoogleNet模型借鉴了NIN的一些思想。 +GoogleNet \[[12](#参考文献)\] 在2014年ILSVRC的获得了冠军,在介绍该模型之前我们先来了解NIN(Network in Network)模型 \[[13](#参考文献)\] 和Inception模块,因为GoogleNet模型由多组Inception模块组成,模型设计借鉴了NIN的一些思想。 -NIN模型中引入了多层感知卷积网络(Multi-Layer Perceptron Convolution, MLPconv)代替一层线性卷积网络。所谓的MLPconv是一个微小的多层卷积网络,即在线性卷积后面增加若干层1x1的卷积,这样可利用MLPconv提取高度非线性特征。另外,传统的CNN最后几层一般都是全连接层,参数较多。而NIN最后一层卷积层包含类别维度大小的特征图,然后采用全局均值池化(Avg-Pooling)替代全连接层,得到类别维度大小的向量进行分类,这样有利于减少参数。 +NIN模型主要有两个特点:1) 引入了多层感知卷积网络(Multi-Layer Perceptron Convolution, MLPconv)代替一层线性卷积网络。MLPconv是一个微小的多层卷积网络,即在线性卷积后面增加若干层1x1的卷积,这样可以提取出高度非线性特征。2) 传统的CNN最后几层一般都是全连接层,参数较多。而NIN模型设计最后一层卷积层包含类别维度大小的特征图,然后采用全局均值池化(Avg-Pooling)替代全连接层,得到类别维度大小的向量,再进行分类。这种替代全连接层的方式有利于减少参数。 -GoogleNet模型是由多组Inception模块堆积组成,Inception模块如下图8所示,高层输出是4组不同卷积核大小的特征连接起来,3个黄色1x1卷积是降维的作用,所谓的降维就是减少了通道数。引入1x1卷积的原因是如果去掉这几层,会发现Max-Pooling不会改变特征通道数的大小,这样3个蓝色卷积和Max-Pooling特征连接后会导致特征的通道数较大,经过几层这样的模块堆积会导致通常数越来越大,参数和计算量都会增大。因此引入1x1卷积进行降维,同时在NIN模型中提到1x1卷积也可以修正线性特征。 +Inception模块如下图7所示,图(a)是最简单的设计,输出是3个卷积层和一个池化层的特征拼接,这样设计的缺点是池化层不会改变特征通道数,拼接后会导致特征的通道数较大,经过几层这样的模块堆积会导致通道数越来越大,参数和计算量随之增大。为了改善这个缺点,图(b)引入3个1x1卷积层进行降维,所谓的降维就是减少通道数,同时如NIN模型中提到的1x1卷积也可以修正线性特征。

-
-图8. Inception模块 +
+图7. Inception模块

-另外,GoogleNet在网络最后也没有采用传统的多层全连接层,而是像NIN网络一样采用了Avg-Pooling,与NIN不同的是,Avg-Pooling后面接了一层到类别数映射的全连接层。除了Inception模块和Avg-Pooling外,由于网络中间层特征也很有判别性,所以在中间层添加了两个辅助分类器,在后向传播中增强梯度并且增强正则化,而整个网络的损失函数是这个三个分类器的损失加权求和。 +GoogleNet由多组Inception模块堆积而成,另外,在网络最后也没有采用传统的多层全连接层,而是像NIN网络一样采用了均值池化层,与NIN不同的是,池化层后面接了一层到类别数映射的全连接层。除了这两个特点之外,由于网络中间层特征也很有判别性,GoogleNet在中间层添加了两个辅助分类器,在后向传播中增强梯度并且增强正则化,而整个网络的损失函数是这个三个分类器的损失加权求和。 -GoogleNet整体网络结构是:开始由3层普通的卷积组成;接下来由三组子网络组成,第一组子网络包含2个Inception模块,第二组包含5个Inception模块,第三组包含2个Inception模块;然后接Avg-Pooling、全连接层,总共22层网络。 +GoogleNet整体网络结构如图8所示,总共22层网络:开始由3层普通的卷积组成;接下来由三组子网络组成,第一组子网络包含2个Inception模块,第二组包含5个Inception模块,第三组包含2个Inception模块;然后接均值池化层、全连接层。


-图9. GoogleNet +图8. GoogleNet[12]

上面介绍的是GoogleNet第一版模型(称作GoogleNet-v1)。GoogleNet-v2 \[[14](#参考文献)\] 引入BN层;GoogleNet-v3 \[[16](#参考文献)\] 对一些卷积层做了分解,进一步提高网络非线性能力和加深网络;GoogleNet-v4 \[[17](#参考文献)\] 引入下面要讲的ResNet设计思路。从v1到v4每一版的改进都会带来准确度的提升,介于篇幅,这里不再详细介绍v2到v4的结构。 @@ -108,16 +114,18 @@ GoogleNet整体网络结构是:开始由3层普通的卷积组成;接下来 ### ResNet -ResNet(Residual Network) \[[15](#参考文献)\] 是2015年ImageNet图像分类、图像物体定位和图像物体检测比赛的冠军。针对训练卷积神经网络时加深网络导致准确度下降的问题,ResNet提出了采用残差学习。在已有设计思路(BN, 小卷积核,全卷积网络)的基础上,引入了残差模块。每个残差模块包含两条路径,其中一条路径是输入特征的直连通路,另一条路径对该特征做两到三次卷积操作得到该特征的残差,最后再将两条路径上的特征相加。残差模块如图 10 所示,左边是基本模块连接方式,右边是瓶颈模块(Bottleneck)连接方式,Bottleneck多用于较深的网络中,如图 11 展示的50、101、152层网络连接示意图,这三个模型的区别在于每组中残差模块的重复次数,如图 11 的右上角所示。ResNet成功的训练了上百乃至近千层的卷积神经网络,训练收敛较快。 +ResNet(Residual Network) \[[15](#参考文献)\] 是2015年ImageNet图像分类、图像物体定位和图像物体检测比赛的冠军。针对训练卷积神经网络时加深网络导致准确度下降的问题,ResNet提出了采用残差学习。在已有设计思路(BN, 小卷积核,全卷积网络)的基础上,引入了残差模块。每个残差模块包含两条路径,其中一条路径是输入特征的直连通路,另一条路径对该特征做两到三次卷积操作得到该特征的残差,最后再将两条路径上的特征相加。 + +残差模块如图9所示,左边是基本模块连接方式,由两个输出通道数相同的3x3卷积组成。右边是瓶颈模块(Bottleneck)连接方式,之所以称为瓶颈,是因为上面的1x1卷积用来降维(图示例即256->64),下面的1x1卷积用来升维(图示例即64->256),这样中间3x3卷积的输入和输出通道数都较小(图示例即64->64)。图10展示了50、101、152层网络连接示意图,所使用是瓶颈模块。这三个模型的区别在于每组中残差模块的重复次数不同(见图右上角)。ResNet训练收敛较快,成功的训练了上百乃至近千层的卷积神经网络。


-图10. 残差模块 +图9. 残差模块


-图11. 基于ImageNet的ResNet模型 +图10. 基于ImageNet的ResNet模型

@@ -125,17 +133,16 @@ ResNet(Residual Network) \[[15](#参考文献)\] 是2015年ImageNet图像分类 ### 数据介绍与下载 -通用图像分类公开的标准数据集常用的有[CIFAR]()数据集。CIFAR10数据集包含60,000张32x32的彩色图片,10个类别,每个类包含6,000张。其中50,000张图片作为训练集,10000张作为测试集。图 12 从每个类别中随机抽取了10张图片,展示了所有的类别。 +由于ImageNet数据集较大,下载和训练较慢,为了方便大家学习,我们使用[CIFAR10]()数据集。CIFAR10数据集包含60,000张32x32的彩色图片,10个类别,每个类包含6,000张。其中50,000张图片作为训练集,10000张作为测试集。图11从每个类别中随机抽取了10张图片,展示了所有的类别。


-图12. CIFAR10数据集 +图11. CIFAR10数据集

- -执行下面命令下载数据,同时基于训练集计算图像均值,用于在网络输入前,基于该均值对输入数据做预处理。 +下面命令用于下载数据和基于训练集计算图像均值,在网络输入前,基于该均值对输入数据做预处理。 ```bash ./data/get_data.sh @@ -147,7 +154,7 @@ ResNet(Residual Network) \[[15](#参考文献)\] 是2015年ImageNet图像分类 - `initializer` 函数进行dataprovider的初始化,这里加载图像的均值,定义了输入image和label两个字段的类型。 -- `process` 函数将数据逐条传输给系统,在图像分类做可以完成数据扰动操作,再传输给PaddlePaddle。这里对训练集做随机左右翻转,并将原始图片减去均值后传输给系统。 +- `process` 函数将数据逐条传输给系统,在图像分类任务里,可以在该函数中完成数据扰动操作,再传输给PaddlePaddle。这里对训练集做随机左右翻转,并将原始图片减去均值后传输给系统。 ```python @@ -218,13 +225,13 @@ settings( regularization=L2Regularization(0.0005 * 128),) ``` -通过 `learning_rate_decay_a` 、`learning_rate_decay_b` 和 `learning_rate_schedule ` 指定学习率调整策略,这里采用离散指数的方式调节学习率,计算公式如下, `num_samples_processed` 代表已经处理过的累计总样本数。 +通过 `learning_rate_decay_a` (简写a) 、`learning_rate_decay_b` (简写b) 和 `learning_rate_schedule ` 指定学习率调整策略,这里采用离散指数的方式调节学习率,计算公式如下, `n` 代表已经处理过的累计总样本数,$lr_{0}$ 即为 `settings` 里设置的 `learning_rate`。 -$$ lr = learning\_rate * learning\_rate\_decay\_a^ {\lfloor \frac{num\_samples\_processed}{ learning\_rate\_decay\_b}\rfloor} $$ +$$ lr = lr_{0} * a^ {\lfloor \frac{n}{ b}\rfloor} $$ ### 模型结构 -本教程中我们提供了VGG 和 ResNet两个模型的配置。 +本教程中我们提供了VGG和ResNet两个模型的配置。 #### VGG @@ -246,7 +253,7 @@ $$ lr = learning\_rate * learning\_rate\_decay\_a^ {\lfloor \frac{num\_samples\ ```python net = vgg_bn_drop(data) ``` - VGG核心模块的输入是数据层,`vgg_bn_drop` 定义了16层VGG结构,每层卷积后面引入BN层和Droupout层,详细的定义如下: + VGG核心模块的输入是数据层,`vgg_bn_drop` 定义了16层VGG结构,每层卷积后面引入BN层和Dropout层,详细的定义如下: ```python def vgg_bn_drop(input, num_channels): @@ -278,7 +285,7 @@ $$ lr = learning\_rate * learning\_rate\_decay\_a^ {\lfloor \frac{num\_samples\ ``` - 2.1. 首先定义了一组卷积网络,即conv_block。卷积核大小为3x3,Pooling窗口大小为2x2,窗口滑动大小为2,groups 决定每组VGG模块是几次连续的卷积操作,dropouts 指定Droupout操作的概率。所使用的`img_conv_group`是在模块`paddle.trainer_config_helpers`中预定义的模块,由若干组 `Conv->BN->Relu->Dropout` 和 一组 `Pooling` 组成, + 2.1. 首先定义了一组卷积网络,即conv_block。卷积核大小为3x3,池化窗口大小为2x2,窗口滑动大小为2,groups决定每组VGG模块是几次连续的卷积操作,dropouts指定Dropout操作的概率。所使用的`img_conv_group`是在`paddle.trainer_config_helpers`中预定义的模块,由若干组 `Conv->BN->ReLu->Dropout` 和 一组 `Pooling` 组成, 2.2. 五组卷积操作,即 5个conv_block。 第一、二组采用两次连续的卷积操作。第三、四、五组采用三次连续的卷积操作。每组最后一个卷积后面Dropout概率为0,即不使用Dropout操作。 @@ -294,7 +301,7 @@ $$ lr = learning\_rate * learning\_rate\_decay\_a^ {\lfloor \frac{num\_samples\ 4. 定义损失函数和网络输出 - 在有监督训练中需要输入图像对应的类别信息,同样通过`data_layer`来定义。训练中采用多类交叉熵作为损失函数并作为网络的输出,预测阶段定义网络的输出为分类器得到的概率信息。 + 在有监督训练中需要输入图像对应的类别信息,同样通过`data_layer`来定义。训练中采用多类交叉熵作为损失函数,并作为网络的输出,预测阶段定义网络的输出为分类器得到的概率信息。 ```python if not is_predict: @@ -313,13 +320,13 @@ ResNet模型的第1、3、4步和VGG模型相同,这里不再介绍。主要 net = resnet_cifar10(data, depth=56) ``` -`resnet_cifar10` 完整的定义如下,先介绍几个基本函数。 +先介绍`resnet_cifar10`中的一些基本函数,再介绍网络连接过程。 -- `conv_bn_layer` : 带BN的卷积层。 -- `shortcut` : 残差模块的"直连"路径,"直连"实际分两种形式,一种是残差模块输入和输出特征通道数不等时,采用1x1卷积的升维操作。另一种是残差模块输入和输出通道相等时,采用直连操作。 -- `basicblock` : 一个基础残差模块,即图 10 左边所示,由两组3x3卷积组成的路径和一条"直连"路径组成。 -- `bottleneck` : 一个瓶颈残差模块,即图 10 右边所示,由上下1x1卷积和中间3x3卷积组成的路径和一条"直连"路径组成。 -- `layer_warp` : 一组残差模块,由若干残差模块堆积而成。每组中第一残差模块滑动窗口大小与其他可以不同,用来减少特征图在垂直和水平方向的大小。 + - `conv_bn_layer` : 带BN的卷积层。 + - `shortcut` : 残差模块的"直连"路径,"直连"实际分两种形式:残差模块输入和输出特征通道数不等时,采用1x1卷积的升维操作;残差模块输入和输出通道相等时,采用直连操作。 + - `basicblock` : 一个基础残差模块,即图9左边所示,由两组3x3卷积组成的路径和一条"直连"路径组成。 + - `bottleneck` : 一个瓶颈残差模块,即图9右边所示,由上下1x1卷积和中间3x3卷积组成的路径和一条"直连"路径组成。 + - `layer_warp` : 一组残差模块,由若干个残差模块堆积而成。每组中第一个残差模块滑动窗口大小与其他可以不同,以用来减少特征图在垂直和水平方向的大小。 ```python def conv_bn_layer(input, @@ -368,6 +375,17 @@ def layer_warp(block_func, ipt, features, count, stride): tmp = block_func(tmp, features, 1) return tmp +``` + +`resnet_cifar10` 的连接结构主要由以下几个过程。 + +1. 底层输入连接一层 `conv_bn_layer`,即带BN的卷积层。 +2. 然后连接3组残差模块即下面配置3组 `layer_warp` ,每组采用图 10 左边残差模块组成。 +3. 最后对网络做均值池化并返回该层。 + +注意:除过第一层卷积层和最后一层全连接层之外,要求三组 `layer_warp` 总的含参层数能够被6整除,即 `resnet_cifar10` 的 depth 要满足 $(depth - 2) % 6 == 0$ 。 + +```python def resnet_cifar10(ipt, depth=56): # depth should be one of 20, 32, 44, 56, 110, 1202 assert (depth - 2) % 6 == 0 @@ -389,14 +407,6 @@ def resnet_cifar10(ipt, depth=56): return pool ``` -`resnet_cifar10` 的连接结构主要由以下几个过程。 - -1. 底层输入连接一层 `conv_bn_layer`,即带BN的卷积层。 -2. 然后连接3组残差模块即下面配置3组 `layer_warp` ,每组采用图 10 左边残差模块组成。 -3. 最后对网络做Avg-Pooling并返回该层。 - -除过第一层卷积层和最后一层全连接层这2层外,要求3组 `layer_warp` 总的含参层数能够6 整除,即 `resnet_cifar10` 的 depth 要满足 $(depth - 2)% 6 == 0$ 。 - ## 模型训练 执行脚本 train.sh 进行模型训练, 其中指定配置文件、设备类型、线程个数、总共训练的轮数、模型存储路径等。 @@ -437,11 +447,11 @@ TrainerInternal.cpp:181] Pass=0 Batch=391 samples=50000 AvgCost=2.03348 Eval: c Tester.cpp:115] Test samples=10000 cost=1.99246 Eval: classification_error_evaluator=0.7858 ``` -图 13 是训练的分类错误率曲线图,运行到第200个pass后基本收敛,最终得到测试集上分类错误率为8.54%。 +图12是训练的分类错误率曲线图,运行到第200个pass后基本收敛,最终得到测试集上分类错误率为8.54%。


-图13. CIFAR10数据集上VGG模型的分类错误率 +图12. CIFAR10数据集上VGG模型的分类错误率

## 模型应用 @@ -465,7 +475,7 @@ Label of image/dog.png is: 5 ### 特征提取 -可以按照下面方式对图片提取特征,和预测使用方式不同的是指定job类型为extract,并需要指定提取的层。`classify.py` 默认以第一层卷积特征为例提取特征,并给出了可视化图,如图 14 所示,VGG模型的第一层卷积有64个通道,图 14 展示了每个通道的灰度图。 +可以按照下面方式对图片提取特征,和预测使用方式不同的是指定job类型为extract,并需要指定提取的层。`classify.py` 默认以第一层卷积特征为例提取特征,并画出了类似图13的可视化图。VGG模型的第一层卷积有64个通道,图13展示了每个通道的灰度图。 ```bash python classify.py --job=extract --model=output/pass-00299 --data=image/dog.png # -c @@ -473,12 +483,12 @@ python classify.py --job=extract --model=output/pass-00299 --data=image/dog.png


-图14. 卷积特征可视化图 +图13. 卷积特征可视化图

## 总结 -传统图像分类方法由多个阶段构成,框架较为复杂,而端到端的CNN模型结构可一步到位,而且大幅度提升了分类准确率。本文我们介绍VGG、GoogleNet、ResNet三个经典的模型,基于CIFAR10数据集,介绍了如何使用PaddlePaddle配置和训练CNN模型,尤其是VGG和ResNet模型。最后介绍如何使用PaddlePaddle的API接口对图片进行预测和特征提取。而对于其他数据集比如ImageNet,配置和训练流程是同样的。 +传统图像分类方法由多个阶段构成,框架较为复杂,而端到端的CNN模型结构可一步到位,而且大幅度提升了分类准确率。本文我们首先介绍VGG、GoogleNet、ResNet三个经典的模型;然后基于CIFAR10数据集,介绍如何使用PaddlePaddle配置和训练CNN模型,尤其是VGG和ResNet模型;最后介绍如何使用PaddlePaddle的API接口对图片进行预测和特征提取。对于其他数据集比如ImageNet,配置和训练流程是同样的,大家可以自行进行实验。 ## 参考文献 diff --git a/image_classification/image/inception.png b/image_classification/image/inception.png index 2b7449fd999ef5ca34c55fb22c81c11e0748bbf1..6fa0eb1151a2c676a9bc825f81c72f80c323bac9 100644 GIT binary patch literal 222923 zcmaI7bx@n_);(OL1&Tv)iWDza+=I2aySuwP1X`rHy96li?oy;s+}(;7C>lJFe6&4h ze$R8}o$rrKW->``xz@GzT5In+TuDI^{U!0sXV0FYOG~|1dG_pi^Rs7gVB{B1pWud3 z;68hXaAqwot|TokPNC%DXkl$<{_GiVbhP@KGZ#I0kCZwrRp9f(yIxSM9|)j`+rj%c?Cfpth^ab9A?X#Ll9$8ZhOs-k#v z)CEFr%OX~Z*B{HAs;X7n^#@wwtATv`o`BOSE|EdajO{dOBBS*SeJ)UZEGR8SK!Xxx 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