CASIA OpenIR  > 智能感知与计算研究中心
Attention-Set based Metric Learning for Video Face Recognition
Yibo Hu1,2,3; Xiang Wu1,2; Ran He1,2,3
2017-11
Conference NameAsian Conference on Pattern Recognition (ACPR)
Conference Date2017.11.26-2017.11.29
Conference PlaceNanjing, China
Abstract
Face recognition has made great progress with the development of deep learning. However, video face recognition (VFR) is still an ongoing task due to various illumination, low-resolution, pose variations and motion blur. In this paper, we propose a novel Attention-Set based Metric
Learning (ASML) method for VFR. It is a promising and generalized extension of Maximum Mean Discrepancy with Memory Attention Weighting inspired by Neural Turing Machine. ASML can be naturally integrated into Convolutional Neural Networks, resulting in an end-to-end learning scheme. Our method achieves state-of-the-art performance for the task of video face recognition on three widely used benchmarks including YouTubeFace, YouTube Celebrities and Celebrity-1000.
KeywordVideo Face Recognition Metric Learning Memory Attention Weighting
Indexed ByEI
Document Type会议论文
Identifierhttp://ir.ia.ac.cn/handle/173211/19626
Collection智能感知与计算研究中心
Affiliation1.Center for Research on Intelligent Perception and Computing, Institute of Automation, Chinese Academy of Sciences, Beijing, China
2.National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing, China
3.University of Chinese Academy of Sciences, Beijing, China
Recommended Citation
GB/T 7714
Yibo Hu,Xiang Wu,Ran He. Attention-Set based Metric Learning for Video Face Recognition[C],2017.
Files in This Item: Download All
File Name/Size DocType Version Access License
PID4983875.pdf(496KB)会议论文 开放获取CC BY-NC-SAView Download
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Yibo Hu]'s Articles
[Xiang Wu]'s Articles
[Ran He]'s Articles
Baidu academic
Similar articles in Baidu academic
[Yibo Hu]'s Articles
[Xiang Wu]'s Articles
[Ran He]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Yibo Hu]'s Articles
[Xiang Wu]'s Articles
[Ran He]'s Articles
Terms of Use
No data!
Social Bookmark/Share
File name: PID4983875.pdf
Format: Adobe PDF
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.