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AMI-Net: Convolution Neural Networks With Affine Moment Invariants

文献类型：期刊论文

作者Hao, You1,2; Li, Qi1,2; Mo, Hanlin1,2; Zhang, He1,2; Li, Hua2
刊名IEEE SIGNAL PROCESSING LETTERS
出版日期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
DOI10.1109/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
WOS记录号WOS:000435520200008
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
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.

入库方式： OAI收割

来源：计算技术研究所

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