AMI-Net: Convolution Neural Networks With Affine Moment Invariants

doi:10.1109/LSP.2018.2843296

CORC > 计算技术研究所 > 中国科学院计算技术研究所 > 中国科学院计算技术研究所期刊论文 > 英文

	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 2
刊名	IEEE SIGNAL PROCESSING LETTERS
	2018-07-01
卷号	25 期号:7 页码:1064-1068
关键词	Affine moment invariants (AMIs) convolution neural network (CNN) transformation invariant
ISSN号	1070-9908
DOI	10.1109/LSP.2018.2843296
英文摘要	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.
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
语种	英语
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
WOS记录号	WOS:000435520200008
内容类型	期刊论文
源URL	[http://119.78.100.204/handle/2XEOYT63/5201]
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.Univ Chinese Acad Sci, Beijing 100190, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, 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.