CosFace: Large Margin Cosine Loss for Deep Face Recognition

• Published in: 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition pp. 5265 - 5274
• Main Authors: Wang, Hao, Wang, Yitong, Zhou, Zheng, Ji, Xing, Gong, Dihong, Zhou, Jingchao, Li, Zhifeng, Liu, Wei
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.06.2018
• Subjects: Face; Face recognition; Feature extraction; Mars; Task analysis; Testing; Training

Face recognition has made extraordinary progress owing to the advancement of deep convolutional neural networks (CNNs). The central task of face recognition, including face verification and identification, involves face feature discrimination. However, the traditional softmax loss of deep CNNs usual...