Range Loss for Deep Face Recognition with Long-Tailed Training Data

• Published in: Proceedings / IEEE International Conference on Computer Vision pp. 5419 - 5428
• Main Authors: Xiao Zhang, Zhiyuan Fang, Yandong Wen, Zhifeng Li, Yu Qiao
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.10.2017
• Subjects: Computer vision; Data models; Face; Face recognition; Training; Training data

Deep convolutional neural networks have achieved significant improvements on face recognition task due to their ability to learn highly discriminative features from tremendous amounts of face images. Many large scale face datasets exhibit long-tail distribution where a small number of entities (pers...