Face verification algorithm based on Angular Margin triplet

In recent years, the face recognition algorithm based on CNN mainly focuses on the improvement of loss function. This paper improves the softmax loss function from two aspects: one is to normalize the weight and features of the loss function, the other is to introduce in class cosine similarity judg...

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Vydané v:Journal of physics. Conference series Ročník 1820; číslo 1; s. 12189
Hlavní autori: Wang, Ning, Meng, Tao, Chen, Xiaoyong, Yuan, Dunlei, Yue, Qihong, Liu, Xiangqian
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: Bristol IOP Publishing 01.03.2021
Predmet:
Algorithms
Face recognition
Physics
Trigonometric functions
ISSN:1742-6588, 1742-6596
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Abstract In recent years, the face recognition algorithm based on CNN mainly focuses on the improvement of loss function. This paper improves the softmax loss function from two aspects: one is to normalize the weight and features of the loss function, the other is to introduce in class cosine similarity judgment on the basis of the original loss function. These improvements eventually make the distribution of features within the class closer and the distance between classes as far as possible. The recognition accuracy and generalization ability of the network are enhanced.
AbstractList In recent years, the face recognition algorithm based on CNN mainly focuses on the improvement of loss function. This paper improves the softmax loss function from two aspects: one is to normalize the weight and features of the loss function, the other is to introduce in class cosine similarity judgment on the basis of the original loss function. These improvements eventually make the distribution of features within the class closer and the distance between classes as far as possible. The recognition accuracy and generalization ability of the network are enhanced.
Author Wang, Ning
Yue, Qihong
Liu, Xiangqian
Yuan, Dunlei
Meng, Tao
Chen, Xiaoyong
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10.1109/TIP.2002.999679
10.1007/s11263-014-0720-x
10.1016/j.eswa.2018.08.047
10.1016/j.eswa.2018.09.032
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SubjectTerms Algorithms
Face recognition
Physics
Trigonometric functions
Title Face verification algorithm based on Angular Margin triplet
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