AMI-Net: Convolution Neural Networks With Affine Moment Invariants

doi:10.1109/LSP.2018.2843296

	AMI-Net: Convolution Neural Networks With Affine Moment Invariants
	Hao, You 1,2; Li, Qi 1,2; Mo, Hanlin 1,2; Zhang, He 1,2; Li, Hua 1
	2018-07-01
发表期刊	IEEE SIGNAL PROCESSING LETTERS
ISSN	1070-9908
卷号	25 期号:7 页码:1064-1068
摘要	Affine moment invariant (AMI) is a kind of hand-crafted image feature, which is invariant to affine transformations. This property is precisely what the standard convolution neural network (CNN) is difficult to achieve. In this letter, we present a kind of network architecture to introduce AMI into CNN, which is called AMI-Net. We achieved this by calculating AMI on the feature maps of the hidden layers. These AMIs will be concatenated with the standard CNN's FC layer to determine the network's final output. By calculating AMI on the feature maps, we can not only extend the dimension of AMIs, but also introduce affine transformation invariant into CNN. Two network architectures and training strategies of AMI-Net are illuminated, one is two-stage, and the other is end-to-end. To prove the effectiveness of the AMI-Net, several experiments have been conducted on common image datasets, MNIST, MNIST-rot, affNIST, SVHN, and CIFAR-10. By comparing with the corresponding standard CNN, respectively, we verify the validity of AMI-net.
关键词	Affine moment invariants (AMIs) convolution neural network (CNN) transformation invariant
DOI	10.1109/LSP.2018.2843296
收录类别	SCI
语种	英语
资助项目	National Key R&D Program of China[2017YFB1002703] ; National Science Foundation of China[61379082] ; National Science Foundation of China[61227802]
WOS研究方向	Engineering
WOS类目	Engineering, Electrical & Electronic
WOS记录号	WOS:000435520200008
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计	被引频次：11[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/5202
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Hao, You
作者单位	1.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100190, Peoples R China 2.Univ Chinese Acad Sci, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Hao, You,Li, Qi,Mo, Hanlin,et al. AMI-Net: Convolution Neural Networks With Affine Moment Invariants[J]. IEEE SIGNAL PROCESSING LETTERS,2018,25(7):1064-1068.
APA	Hao, You,Li, Qi,Mo, Hanlin,Zhang, He,&Li, Hua.(2018).AMI-Net: Convolution Neural Networks With Affine Moment Invariants.IEEE SIGNAL PROCESSING LETTERS,25(7),1064-1068.
MLA	Hao, You,et al."AMI-Net: Convolution Neural Networks With Affine Moment Invariants".IEEE SIGNAL PROCESSING LETTERS 25.7(2018):1064-1068.