Binghui Chen


2016-2020, PhD

Pattern Recognition and Intelligent System Lab,

Information and Communication Engineering
Beijing University of Posts and Telecommunications,
Beijing, China

Research Fields: Face Recognition, Deep Embedding Learning, Object Classification, Person Re-ID

Advised by Prof. Weihong Deng


Researcher at DAMO Academy, Alibaba Group, worked with Lei Zhang, and Xiansheng Hua

Now we recruit Research Interns (RI), and welcome students who are interested and have self-drive ability. The internship focuses on research and aims to publish top-level papers (in areas of Generative model/Detection/Segmentation).

Feel free to contact me and send your CV to


Email : ->


ReplaceAnything as you want: Ultra-high quality content replacement
Binghui Chen*, Chao Li*, Chongyang Zhong, Wangmeng Xiang, Yifeng Geng, Xuansong Xie

PDF soon    Code/Demo (git star 2k)    

ShoeModel: Learning to Wear on the User-specified Shoes via Diffusion Model
Binghui Chen*, Wenyu Li*, Yifeng Geng, Xuansong Xie, Wangmeng Zuo


Strictly-ID-Preserved and Controllable Accessory Advertising Image Generation
Youze Xue, Binghui Chen, Yifeng Geng, Xuansong Xie, Jiansheng Chen, Hongbing Ma


Learning Better Features for Face Detection with Feature Fusion and Segmentation Supervision
Wanxin Tian, Zixuan Wan, Haifeng Shen, Weihong Deng, Binghui Chen, Xiubao Zhang

Arxiv(2018)    We achieve the state-of-the-art performances on Face Detection(04/2019)

ALMN: Deep Embedding Learning with Geometrical Virtual Point Generating
Binghui Chen, Weihong Deng.




Regressor-Segmenter Mutual Prompt Learning for Crowd Counting
Mingyue Guo, Li Yuan, Zhaoyi Yan, Binghui Chen, Yaowei Wang, Qixiang Ye

CVPR 2024    [pdf coming soon]    

DAMO-StreamNet: Optimizing Streaming Perception in Autonomous Driving
Jun-Yan He, Zhi-Qi Cheng, Chenyang Li, Wangmeng Xiang, Binghui Chen, Bin Luo, Yifeng Geng, Xuansong Xie

IJCAI 2023    [pdf]    

Optimal Proposal Learning for Deployable End-to-End Pedestrian Detection
Xiaolin Song,Binghui Chen, Pengyu Li, Jun-Yan He, Biao Wang, Yifeng Geng, Xuansong Xie, Honggang Zhang

CVPR 2023    [pdf]    

Learning Polysemantic Spoof Trace: A Multi-Modal Disentanglement Network for Face Anti-spoofing
Kaicheng Li, Hongyu Yang, Binghui Chen, Pengyu Li, Biao Wang, Di Huang

AAAI 2023    [pdf]    

Dense Learning based Semi-Supervised Object Detection
Binghui Chen, Pengyu Li, Xiang Chen, Biao Wang, Lei Zhang, Xian-Sheng Hua

CVPR 2022    [pdf]    [pytorch]

Variational Attention: Propagating Domain-Specific Knowledge for Multi-Domain Learning in Crowd Counting
Binghui Chen*, Zhaoyi Yan*, Ke Li, Pengyu Li, Biao Wang, Wangmeng Zuo, Lei Zhang

ICCV 2021    [pdf]    [pytorch]

VirFace: Enhancing Face Recognition via Unlabeled Shallow Data
Wenyu Li*, Tianchu Guo*, Pengyu Li, Binghui Chen, Biao Wang, Wangmeng Zuo, Lei Zhang

CVPR 2021    [pdf]    [pytorch]    [bibtex]

Deep Metric Learning with Graph Consistency
Binghui Chen, Pengyu Li, Zhaoyi Yan, Biao Wang, Lei Zhang

AAAI 2021    [pdf]    [bibtex]

Mixed High-Order Attention Network for Person Re-Identification
Binghui Chen, Weihong Deng, Jiani Hu

ICCV 2019    [pdf]    [sup]    [pytorch]    [bibtex]

Hybrid-Attention based Decoupled Metric Learning for Zero-Shot Image Retrieval
Binghui Chen, Weihong Deng

CVPR 2019    [pdf]    [caffe]    [bibtex]

Signal-to-Noise Ratio: A Robust Distance Metric for Deep Metric Learning
Tongtong yuan, Weihong Deng, Jian Tang, Yinan Tang, Binghui Chen

CVPR 2019    [pdf]    [bibtex]    [It has been integrated into Pytorch Metric Learning]

Energy Confused Adversarial Metric Learning for Zero-Shot Image Retrieval and Clustering (Spotlight)
Binghui Chen, Weihong Deng

AAAI 2019    [pdf]    [caffe]    [bibtex]

Virtual Class Enhanced Discriminative Embedding Learning (Spotlight)
Binghui Chen, Weihong Deng, Haifeng Shen

NIPS 2018    [pdf]    [bibtex]

Noisy Softmax: Improving the Generalization Ability of DCNN via Postponing the Early Softmax Saturation
Binghui Chen, Weihong Deng, Junping Du.

CVPR 2017    [pdf]    [bibtex]





Education and Experience

  • Jul, 2020 - Present. Researcher, DAMO Academy
  • Sep, 2015 - Jul, 2020. Ph.D, BUPT, Beijing, China
  • Sep, 2011 - Jul, 2015. Bachelor Degree, BUPT, Beijing, China
  • Sep, 2008 - Jun, 2011. Hengshui High School, Hengshui, China
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