From d8b41a602c5b6d851d21bd09172d47cf5db704db Mon Sep 17 00:00:00 2001 From: dangqingqing Date: Sun, 8 Jan 2017 21:00:59 +0800 Subject: [PATCH] update README.md --- image_classification/README.md | 312 ++++++++++++---------- image_classification/dataprovider.py | 2 + image_classification/image/googlenet.jpeg | Bin 0 -> 360702 bytes image_classification/models/resnet.py | 35 +-- image_classification/models/vgg.py | 22 +- image_classification/train.sh | 2 +- 6 files changed, 204 insertions(+), 169 deletions(-) create mode 100644 image_classification/image/googlenet.jpeg diff --git a/image_classification/README.md b/image_classification/README.md index 3f9a7e22..ccff3b5c 100644 --- a/image_classification/README.md +++ b/image_classification/README.md @@ -8,15 +8,15 @@ 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包模型的物体分类方法,词包模型的基本框架包括底层特征学习、特征编码、空间约束、分类器设计、模型融合等几个阶段。 +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,其基本思想是通过有监督或无监督的方式学习层次化的特征描述,来对物体进行从底层到高层的描述。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。 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。 ## 效果展示 -图像分类包括通用图像分类、细粒度图像分类等。下图展示了通用图像分类效果,即模型可以正确识别图像上的主要物体。 +图像分类包括通用图像分类、细粒度图像分类等。图1展示了通用图像分类效果,即模型可以正确识别图像上的主要物体。


@@ -24,7 +24,7 @@

-下图展示了细粒度图像分类-花卉识别的效果,要求模型可以正确识别花的类别。 +图2展示了细粒度图像分类-花卉识别的效果,要求模型可以正确识别花的类别。

@@ -33,7 +33,7 @@

-一个好的模型即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),下图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。


@@ -42,41 +42,42 @@ ## 模型概览 -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,这些数据集通常作为图像识别的基准测试。PASCAL VOC是2005建立的一个视觉挑战赛,ImageNet是2010年建立的大规模视觉识别竞赛(ILSVRC)的数据集,我们围绕这两个数据集一些论文介绍图像分类的模型。 +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模型中,底层特征提取是第一步,通常从图像中按照固定步长、尺度提取大量局部特征描述,通常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,传统物体分类算法一般都采用多种特征描述子,防止丢失过多的有用信息。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。特征编码算法包括向量量化编码 \[[4](#参考文献)\]、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。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。一种常用的特征聚会方法即金字塔特征匹配提出将图像均匀分块,再分块内做特征汇聚。当这些步骤完整之后,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。例如ILSVRC 2010年挑战者采用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,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 \[[8](#参考文献)\]。 -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ILSVRC 2012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,并使用GPU加速模型训练。从此,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,目前降到了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。


图4. ILSVRC图像分类Top-5错误率

-一个典型的神经网络如下图所示,我们首先了解CNN网络结构的一些基本组件。AlexNet包含了这些基本的组件,也为后来的网络奠定了基础。 +### 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。


图5. CNN网络示例

-- 卷积层: 通过卷积操作提取底层到高层的特征,发掘出了图片局部关联性质和空间不变性质。 -- 池化层: 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、全连层之后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。 +- 卷积(Convolution)层: 通过卷积操作提取底层到高层的特征,发掘出了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。 -传统CNN包含卷积层、全连接层等组件,采用softmax多类别分类器和多类交叉熵损失函数。另一个非常值得一提是2015年提出的Batch Normalization(BN)算法 \[[14](#参考文献)\],作者指出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。而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加速了训练过程。BN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。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。 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模型的计算量较大,参数较多。 +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。

-
+
图6. 基于ImageNet的VGG16模型

@@ -84,30 +85,39 @@ Alex Krizhevsky在2012年ILSVRC提出的CNN模型 \[[9](#参考文献)\] 取得 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。 -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1x1的卷积,1x1的卷积等价于全连接层,这样利用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,NIN中采用全局均值池化(Avg-Pooling)替代全连接层,为了使得最后一个卷积层获得的每一个特征图能够对应于一个输出类别。 +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。 + +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。 + +

+
+图8. 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。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,后向传播中增强梯度并且增强正则化。 GoogleNet总体结构是开始由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。

-
-图8. 基于ImageNet的VGG16模型 +
+图9. GoogleNet

-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,进一步加深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,每一版的改进准确度都有所提升,这里不再详细介绍v2-v4结构。 +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。 ### ResNet -ResNet \[[15](#参考文献)\] 是2015年ImageNet分类定位、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,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,右边是瓶颈模块连接方式。图 10 展示了50-152层网络连接示意图。ResNet成功的训练了上百乃至近千层的卷积神经网络,训练时收敛快,速度也较VGG有所提升。 +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。

-
-图9. 残差模块 +
+图10. 残差模块


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

@@ -115,15 +125,17 @@ ResNet \[[15](#参考文献)\] 是2015年ImageNet分类定位、检测比赛的 ### 数据介绍与下载 -在本教程中,我们使用[CIFAR10]()数据集训练一个卷积神经网络。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。下图从每个类别中随机抽取了10张图片,展示了所有的类别。 +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。

-
-图11. CIFAR10数据集 +
+图12. CIFAR10数据集

-执行下面命令下载数据,同时,会基于训练集计算图像均值,在训练阶段,输入数据会基于该均值做预处理,再传输给系统。 +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。 ```bash ./data/get_data.sh @@ -133,9 +145,9 @@ ResNet \[[15](#参考文献)\] 是2015年ImageNet分类定位、检测比赛的 我们使用Python接口传递数据给系统,下面 `dataprovider.py` 针对CIFAR10数据给出了完整示例。 -`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。 +- `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整数据扰动操作,再传输给PaddlePaddle。这里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。 ```python @@ -163,6 +175,8 @@ def process(settings, file_list): images = batch['data'] labels = batch['labels'] for im, lab in zip(images, labels): + if settings.is_train and np.random.randint(2): + im = im[:,:,::-1] im = im - settings.mean yield { 'image': im.astype('float32'), @@ -174,7 +188,7 @@ def process(settings, file_list): ### 数据定义 -在模型配置中,定义通过 `define_py_data_sources2` 从 dataprovider 中读入数据, 其中 args 指定均值文件的路径。如果改配置文件用于预测,则不需要数据定义部分。 +在模型配置中,定义通过 `define_py_data_sources2` 函数从 dataprovider 中读入数据, 其中 args 指定均值文件的路径。如果该配置文件用于预测,则不需要数据定义部分。 ```python from paddle.trainer_config_helpers import * @@ -191,7 +205,7 @@ if not is_predict: ### 算法配置 -在模型配置中,通过 `seetings` 设置训练使用的优化算法,这里指定batch size 、初始学习率、momentum以及L2正则。 +在模型配置中,通过 `settings` 设置训练使用的优化算法,并指定batch size 、初始学习率、momentum以及L2正则。 ```python settings( @@ -204,104 +218,108 @@ 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。 + +$$ lr = learning\_rate * learning\_rate\_decay\_a^ {\lfloor \frac{num\_samples\_processed}{ learning\_rate\_decay\_b}\rfloor} $$ + ### 模型结构 -在模型概览部分已经介绍了VGG和ResNet模型,本教程中我们提供了这两个模型的网络配置。因为CIFAR10图片大小和数量相比ImageNet数据小很多,因此这里的模型针对CIFAR10数据做了一定的适配。 +本教程中我们提供了VGG 和 ResNet两个模型的配置。 #### VGG -首先介绍VGG模型结构,在CIFAR10数据集上,卷积部分引入了BN和Dropout操作。 -1. 定义数据输入及其维度 +首先介绍VGG模型结构,由于CIFAR10图片大小和数量相比ImageNet数据小很多,因此这里的模型针对CIFAR10数据做了一定的适配。卷积部分引入了BN和Dropout操作。 -网络输入定义 `data_layer` (数据层),在图像分类中即为图像像素信息,CIFRAR10是RGB 3通道32x32大小的彩色图,因此输入数据大小为3072(3x32x32),类别大小为10。 +1. 定义数据输入及其维度 -```python - -datadim = 3 * 32 * 32 -classdim = 10 -data = data_layer(name='image', size=datadim) -``` + 网络输入定义为 `data_layer` (数据层),在图像分类中即为图像像素信息。CIFRAR10是RGB 3通道32x32大小的彩色图,因此输入数据大小为3072(3x32x32),类别大小为10,即10分类。 + + ```python + + datadim = 3 * 32 * 32 + classdim = 10 + data = data_layer(name='image', size=datadim) + ``` 2. 定义VGG网络核心模块 -```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: - -```python -def vgg_bn_drop(input, num_channels): - def conv_block(ipt, num_filter, groups, dropouts, num_channels_=None): - return img_conv_group( - input=ipt, - num_channels=num_channels_, - pool_size=2, - pool_stride=2, - conv_num_filter=[num_filter] * groups, - conv_filter_size=3, - conv_act=ReluActivation(), - conv_with_batchnorm=True, - conv_batchnorm_drop_rate=dropouts, - pool_type=MaxPooling()) - - tmp = conv_block(input, 64, 2, [0.3, 0], num_channels) - tmp = conv_block(tmp, 128, 2, [0.4, 0]) - tmp = conv_block(tmp, 256, 3, [0.4, 0.4, 0]) - tmp = conv_block(tmp, 512, 3, [0.4, 0.4, 0]) - tmp = conv_block(tmp, 512, 3, [0.4, 0.4, 0]) - - tmp = dropout_layer(input=tmp, dropout_rate=0.5) - tmp = fc_layer( - input=tmp, - size=512, - act=LinearActivation()) - tmp = batch_norm_layer(input=tmp, - act=ReluActivation(), - layer_attr=ExtraAttr(drop_rate=0.5)) - tmp = fc_layer( - input=tmp, - size=512, - act=LinearActivation()) - return tmp - -``` - -2.1. 首先定义了一组卷积网络,即conv_block。卷积核为3x3,Pooling窗口为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, - -2.2. 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。 - -2.3. 最后接两层512维的全连接。 + ```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: + + ```python + def vgg_bn_drop(input, num_channels): + def conv_block(ipt, num_filter, groups, dropouts, num_channels_=None): + return img_conv_group( + input=ipt, + num_channels=num_channels_, + pool_size=2, + pool_stride=2, + conv_num_filter=[num_filter] * groups, + conv_filter_size=3, + conv_act=ReluActivation(), + conv_with_batchnorm=True, + conv_batchnorm_drop_rate=dropouts, + pool_type=MaxPooling()) + + conv1 = conv_block(input, 64, 2, [0.3, 0], 3) + conv2 = conv_block(conv1, 128, 2, [0.4, 0]) + conv3 = conv_block(conv2, 256, 3, [0.4, 0.4, 0]) + conv4 = conv_block(conv3, 512, 3, [0.4, 0.4, 0]) + conv5 = conv_block(conv4, 512, 3, [0.4, 0.4, 0]) + + drop = dropout_layer(input=conv5, dropout_rate=0.5) + fc1 = fc_layer(input=drop, size=512, act=LinearActivation()) + bn = batch_norm_layer( + input=fc1, act=ReluActivation(), layer_attr=ExtraAttr(drop_rate=0.5)) + fc2 = fc_layer(input=bn, size=512, act=LinearActivation()) + return fc2 + + ``` + + 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, + + 2.2. 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。 + + 2.3. 最后接两层512维的全连接。 3. 定义分类器 -通过上面VGG网络提取高层特征,然后经过全连接层映射到类别维度大小的向量,再通过Softmax归一化得到每个类别的概率,也可称作分类器。 - -```python -out = fc_layer(input=net, size=class_num, act=SoftmaxActivation()) -``` + 通过上面VGG网络提取高层特征,然后经过全连接层映射到类别维度大小的向量,再通过Softmax归一化得到每个类别的概率,也可称作分类器。 + + ```python + out = fc_layer(input=net, size=class_num, act=SoftmaxActivation()) + ``` 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。 - -```python -if not is_predict: - lbl = data_layer(name="label", size=class_num) - cost = classification_cost(input=out, label=lbl) - outputs(cost) -else: - outputs(out) -``` + 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: + lbl = data_layer(name="label", size=class_num) + cost = classification_cost(input=out, label=lbl) + outputs(cost) + else: + outputs(out) + ``` ### ResNet -ResNet模型的第1、3、4步和VGG模型相同,这里不在介绍。主要介绍第2步即CIFAR10数据集上ResNet核心模块。 +ResNet模型的第1、3、4步和VGG模型相同,这里不再介绍。主要介绍第2步即CIFAR10数据集上ResNet核心模块。 ```python net = resnet_cifar10(data, depth=56) ``` -resnet_cifar10的底层输入连接一层 `conv_bn_layer`,即卷积层、BN层、ReLu激活函数。 然后连接3组参数模块即下面配置3组 `layer_warp` ,每组采用图 9 左边残差模块组成,即由2层3x3卷积,各自连接BN层,然后再接ReLu激活函数,每组由若干残差模块堆积而成。最后对网络做Avg-Pooling并返回该层。 返回的网络在第3步接一层全连接层,因此,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 $(depth - 2)% 6 == 0$ 。 +`resnet_cifar10` 完整的定义如下,先介绍几个基本函数。 + +- `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。 ```python def conv_bn_layer(input, @@ -351,33 +369,43 @@ def layer_warp(block_func, ipt, features, count, stride): return tmp def resnet_cifar10(ipt, depth=56): - assert((depth - 2) % 6 == 0, 'depth should be one of 20, 32, 44, 56, 110, 1202') + # depth should be one of 20, 32, 44, 56, 110, 1202 + assert (depth - 2) % 6 == 0 n = (depth - 2) / 6 nStages = {16, 64, 128} - tmp = conv_bn_layer(ipt, + conv1 = conv_bn_layer(ipt, ch_in=3, ch_out=16, filter_size=3, stride=1, padding=1) - tmp = layer_warp(basicblock, tmp, 16, n, 1) - tmp = layer_warp(basicblock, tmp, 32, n, 2) - tmp = layer_warp(basicblock, tmp, 64, n, 2) - tmp = img_pool_layer(input=tmp, + res1 = layer_warp(basicblock, conv1, 16, n, 1) + res2 = layer_warp(basicblock, res1, 32, n, 2) + res3 = layer_warp(basicblock, res2, 64, n, 2) + pool = img_pool_layer(input=res3, pool_size=8, stride=1, pool_type=AvgPooling()) - return tmp + 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。 + ``` bash sh train.sh ``` -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。 +脚本 `train.sh` 如下: ```bash #cfg=models/resnet.py @@ -409,16 +437,16 @@ 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 ``` -下图是训练的分类错误率曲线图: +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. CIFAR10数据集 +图13. CIFAR10数据集上VGG模型的分类错误率

## 模型应用 -在训练完成后,模型会保存在路径 `output/pass-%05d` 下,例如第300个pass的模型会保存在路径 `output/pass-00299`。 脚本 `classify.py` 可以使用模型对图片进行预测或提取特征,注意该脚本默认使用模型配置为 `models/vgg.py`, +在训练完成后,模型会保存在路径 `output/pass-%05d` 下,例如第300个pass的模型会保存在路径 `output/pass-00299`。 可以使用脚本 `classify.py` 对图片进行预测或提取特征,注意该脚本默认使用模型配置为 `models/vgg.py`, ### 预测 @@ -437,15 +465,15 @@ 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` 默认已第一层卷积特征为例提取特征,并给出了可视化图,如图10所示,VGG模型的第一层卷积有64个通道,图 13 展示的为每个通道的灰度图。 +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。 ```bash python classify.py --job=extract --model=output/pass-00299 --data=image/dog.png # -c ```

-
-图13. CIFAR10数据集 +
+图14. 卷积特征可视化图

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