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Loss Function Search for Face Recognition

Jul 10, 2020
Xiaobo Wang, Shuo Wang, Cheng Chi, Shifeng Zhang, Tao Mei

* Accepted by ICML2020. arXiv admin note: substantial text overlap with arXiv:1912.00833; text overlap with arXiv:1905.07375 by other authors 

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Bridging the Gap Between Anchor-based and Anchor-free Detection via Adaptive Training Sample Selection

Dec 05, 2019
Shifeng Zhang, Cheng Chi, Yongqiang Yao, Zhen Lei, Stan Z. Li


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Mis-classified Vector Guided Softmax Loss for Face Recognition

Nov 26, 2019
Xiaobo Wang, Shifeng Zhang, Shuo Wang, Tianyu Fu, Hailin Shi, Tao Mei

* Accepted by AAAI2020 as Oral presentation. arXiv admin note: substantial text overlap with arXiv:1812.11317 

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WiderPerson: A Diverse Dataset for Dense Pedestrian Detection in the Wild

Sep 25, 2019
Shifeng Zhang, Yiliang Xie, Jun Wan, Hansheng Xia, Stan Z. Li, Guodong Guo

* TMM: submitted on 2018.07.17, accepted on 2019.07.01. arXiv admin note: text overlap with arXiv:1805.07193, arXiv:1805.00123 by other authors 

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Relational Learning for Joint Head and Human Detection

Sep 24, 2019
Cheng Chi, Shifeng Zhang, Junliang Xing, Zhen Lei, Stan Z. Li, Xudong Zou


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PedHunter: Occlusion Robust Pedestrian Detector in Crowded Scenes

Sep 15, 2019
Cheng Chi, Shifeng Zhang, Junliang Xing, Zhen Lei, Stan Z. Li, Xudong Zou


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DARTS+: Improved Differentiable Architecture Search with Early Stopping

Sep 13, 2019
Hanwen Liang, Shifeng Zhang, Jiacheng Sun, Xingqiu He, Weiran Huang, Kechen Zhuang, Zhenguo Li


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RefineFace: Refinement Neural Network for High Performance Face Detection

Sep 10, 2019
Shifeng Zhang, Cheng Chi, Zhen Lei, Stan Z. Li

* Journal extension of our previous conference paper: arXiv:1809.02693. arXiv admin note: text overlap with arXiv:1901.02350 by other authors 

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CASIA-SURF: A Large-scale Multi-modal Benchmark for Face Anti-spoofing

Aug 28, 2019
Shifeng Zhang, Ajian Liu, Jun Wan, Yanyan Liang, Guogong Guo, Sergio Escalera, Hugo Jair Escalante, Stan Z. Li

* Journal extension of our previous conference paper: arXiv:1812.00408 

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WIDER Face and Pedestrian Challenge 2018: Methods and Results

Feb 19, 2019
Chen Change Loy, Dahua Lin, Wanli Ouyang, Yuanjun Xiong, Shuo Yang, Qingqiu Huang, Dongzhan Zhou, Wei Xia, Quanquan Li, Ping Luo, Junjie Yan, Jianfeng Wang, Zuoxin Li, Ye Yuan, Boxun Li, Shuai Shao, Gang Yu, Fangyun Wei, Xiang Ming, Dong Chen, Shifeng Zhang, Cheng Chi, Zhen Lei, Stan Z. Li, Hongkai Zhang, Bingpeng Ma, Hong Chang, Shiguang Shan, Xilin Chen, Wu Liu, Boyan Zhou, Huaxiong Li, Peng Cheng, Tao Mei, Artem Kukharenko, Artem Vasenin, Nikolay Sergievskiy, Hua Yang, Liangqi Li, Qiling Xu, Yuan Hong, Lin Chen, Mingjun Sun, Yirong Mao, Shiying Luo, Yongjun Li, Ruiping Wang, Qiaokang Xie, Ziyang Wu, Lei Lu, Yiheng Liu, Wengang Zhou

* Report of ECCV 2018 workshop: WIDER Face and Pedestrian Challenge 

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Pairwise Teacher-Student Network for Semi-Supervised Hashing

Feb 02, 2019
Shifeng Zhang, Jianmin Li, Bo Zhang


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Improved Selective Refinement Network for Face Detection

Jan 23, 2019
Shifeng Zhang, Rui Zhu, Xiaobo Wang, Hailin Shi, Tianyu Fu, Shuo Wang, Tao Mei, Stan Z. Li

* Technical report, 8 pages, 6 figures 

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Support Vector Guided Softmax Loss for Face Recognition

Dec 29, 2018
Xiaobo Wang, Shuo Wang, Shifeng Zhang, Tianyu Fu, Hailin Shi, Tao Mei


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CASIA-SURF: A Dataset and Benchmark for Large-scale Multi-modal Face Anti-spoofing

Dec 23, 2018
Shifeng Zhang, Xiaobo Wang, Ajian Liu, Chenxu Zhao, Jun Wan, Sergio Escalera, Hailin Shi, Zezheng Wang, Stan Z. Li

* 10 pages, 8 figures, 6 tables 

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CASIA-SURF: A Dataset and Benchmark for Large-scale Multi-modal Face Anti-Spoofing

Dec 02, 2018
Shifeng Zhang, Xiaobo Wang, Ajian Liu, Chenxu Zhao, Jun Wan, Sergio Escalera, Hailin Shi, Zezheng Wang, Stan Z. Li

* 10 pages, 8 figures, 6 tables 

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ScratchDet:Exploring to Train Single-Shot Object Detectors from Scratch

Oct 19, 2018
Rui Zhu, Shifeng Zhang, Xiaobo Wang, Longyin Wen, Hailin Shi, Liefeng Bo, Tao Mei

* 14 pages, 9 figures, submitted to AAAI2019 

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Selective Refinement Network for High Performance Face Detection

Sep 07, 2018
Cheng Chi, Shifeng Zhang, Junliang Xing, Zhen Lei, Stan Z. Li, Xudong Zou

* The first two authors have equal contributions. Corresponding author: Shifeng Zhang (shifeng.zhang@nlpr.ia.ac.cn

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Occlusion-aware R-CNN: Detecting Pedestrians in a Crowd

Jul 23, 2018
Shifeng Zhang, Longyin Wen, Xiao Bian, Zhen Lei, Stan Z. Li

* Accepted by ECCV 2018 

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Semantic Cluster Unary Loss for Efficient Deep Hashing

May 15, 2018
Shifeng Zhang, Jianmin Li, Bo Zhang

* 12 pages 

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Ensemble Soft-Margin Softmax Loss for Image Classification

May 10, 2018
Xiaobo Wang, Shifeng Zhang, Zhen Lei, Si Liu, Xiaojie Guo, Stan Z. Li

* Accepted by IJCAI 2018 

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Single-Shot Refinement Neural Network for Object Detection

Jan 03, 2018
Shifeng Zhang, Longyin Wen, Xiao Bian, Zhen Lei, Stan Z. Li

* 14 pages, 7 figures, 7 tables 

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FaceBoxes: A CPU Real-time Face Detector with High Accuracy

Jan 03, 2018
Shifeng Zhang, Xiangyu Zhu, Zhen Lei, Hailin Shi, Xiaobo Wang, Stan Z. Li

* Accepted by IJCB 2017; Added references 

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S$^3$FD: Single Shot Scale-invariant Face Detector

Nov 15, 2017
Shifeng Zhang, Xiangyu Zhu, Zhen Lei, Hailin Shi, Xiaobo Wang, Stan Z. Li

* Accepted by ICCV 2017 + its supplementary materials; Updated the latest results on WIDER FACE 

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Scalable Discrete Supervised Hash Learning with Asymmetric Matrix Factorization

Sep 28, 2016
Shifeng Zhang, Jianmin Li, Jinma Guo, Bo Zhang


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