photo

Lingxiao He   何凌霄

Currently, I am a Researcher in AI Research of JD.com, working with Tao MEI. Before joining JD.com, I obtained my Ph.D. degree in 2019 at the CASIA and CRIPAC, advised by Professor Zhenan SUN. In September 2018, I did as a visiting student at at the National University of Singapore, advised by Assistant Professor Jiashi FENG.

I was a research intern at MEGVII with Chi ZHANG in February 2018.

 

Research Interests

Computer Vision, Deep Learning, Person Re-identification, Face Recognition.

  helingxiao3 AT jd DOT com                     Google Scholar

News

  • One paper is accepted in CVPR 2021
  • Winner of NAIC-ReID competition: NAIC20
  • Open a Object Detection Toolbox: CenterX
  • Open a Pytorch-based ReID Toolbox: FastReID
  • One paper is accepted in ECCV 2020.
  • One paper is accepted in ACM MM 2020.

Publications

2021

Group-aware Label Transfer for Domain Adaptive Person Re-identification
Kecheng Zheng, Wu Liu, Lingxiao He, Tao Mei, Jiebo Luo, Zheng-Jun Zha
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021

2020

FastReID: a Pytorch Toolbox for General Instance Re-identification
Lingxiao He*, Xingyu Liao*, Wu Liu, Xinchen Liu, Peng Cheng, Tao Mei (* indicates corresponding author)
arXiv preprint arXiv:2006.02631, 2020
[PDF] [Bibtex]

Guided Saliency Feature Learning for Person Re-identification in Crowded Scenes
Lingxiao He, Wu Liu
European Conference on Computer Vision (ECCV), 2020
[PDF] [Bibtex] [Dataset]

Black Re-ID: A Head-shoulder Descriptor for the Challenging Problem of Person Re-Identification
Boqiang Xu, Lingxiao He, Xingyu Liao, Wu Liu, Zhenan Sun, Tao Mei
ACM Multimedia Conference (MM), 2019
[PDF] [Bibtex] [Code] [Dataset]

2019

Foreground-aware Pyramid Reconstruction for Alignment-free Occluded Person Re-identification
Lingxiao He, Yinggang Wang, Wu Liu, He Zhao, Zhenan Sun, Jiashi Feng
IEEE International Conference on Computer Vision (ICCV), 2019
[PDF] [Bibtex] [Code]

Joint 3D Face Reconstruction and Dense Face Alignment from a Single Image with 2D-assisted Self-supervised Learning
Xiaoguang Tu, Jian Zhao, Zihang Jiang, Yao Luo, Mei Xie, Yang Zhao, Linxiao He, Zheng Ma, Jiashi Feng
IEEE Transactions on Multimedia (TMM), 2019
[PDF] [Bibtex]

2018

Deep Spatial Feature Reconstruction for Partial Person Re-identification: Alignment-free Approach
Lingxiao He*, Jian Liang*, Haiqing Li, Zhenan Sun
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018
[PDF] [Bibtex] [Dataset]

Dynamic Feature Learning for Partial Face Recognition
Lingxiao He, Haiqing Li, Qi Zhang, Zhenan Sun
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018
[PDF] [Bibtex]

Dynamic Feature Matching for Partial Face Recognition
Lingxiao He, Haiqing Li, Qi Zhang, Zhenan Sun
IEEE Transactions on Image Processing (TIP), 2019
[Bibtex]

Video-based person re-identification via 3d convolutional networks and non-local attention
Xingyu Liao, Lingxiao He, Zhouwang Yang, Chi Zhang
Asian Conference on Computer Vision (ACCV), 2018
[PDF] [Bibtex]

Professional Activities

I serviced as a reviewer for the following journals and conferences:

  • CVPR, ICCV, ECCV, NeurIPS, AAAI, ACM MM
  • IEEE TPAMI, IEEE TIP, IEEE TIFS, IEEE TMM

Selected Awards

  • 2013.12 National Scholarship for Graduate Students
  • 2020.09 Excellent Doctoral Thesis of Beijing society of Image and Graphics