Haoyu Ma
Ph.D Candidate
Bren School of Information and Computer Science
Univerity of California, Irvine

Email : haoyum3 [at] uci [dot] edu
Office : DBH 4069, Irvine, CA, 92617


About Me

I am a fourth year Ph.D. candidate at Donald Bren School of Information and Computer Sciences, UC Irvine, supervised by Prof. Xiaohui Xie. Previously, I obtained my B.Eng degree from Southeast University (SEU) , Nanjing, China in 2019.

My research interests are deep learning and computer vision.

News

  • 11/2022: One paper is accepted by AAAI 2023.
  • 07/2022: Two papers are accepted by ECCV 2022.
  • 05/2022: One paper is accepted by ICML 2022.
  • 03/2022: One paper is accepted by ICLR-PAIR2Struct 2022.
  • 03/2022: One paper is accepted by CVPR 2022.
  • 10/2021: One paper is accepted by BMVC 2021.
  • 05/2021: One paper is accepted by KDD 2021.
  • 01/2021: One paper is accepted by ICLR 2021 (Spotlight).
  • 08/2020: One paper is accepted by BMVC 2020 (Oral).
  • 11/2019: Two papers are accepted by WACV 2020.

Selected Publications [Full List]

Peeling the Onion: Hierarchical Reduction of Data Redundancy for Efficient Vision Transformer Training
Z. Kong*, H. Ma*, G. Yuan*, M. Sun, Y. Xie, P. Dong, X. Meng, X. Shen, H. Tang, M. Qin, T. Chen, X. Ma, X. Xie, Z. Wang, and Y. Wang
Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI) , 2023.
[ Paper ] [ Code ]
PPT: token-Pruned Pose Transformer for monocular and multi-view human pose estimation
H. Ma, Z. Wang, Y. Chen, D. Kong, L. Chen, X. Liu, X. Yan, H. Tang, and X. Xie
European Conference on Computer Vision (ECCV) , 2022.
[ Paper ] [ Code ] [ Poster ]
Training Your Sparse Neural Network Better with Any Mask
A. Jaiswal, H. Ma, T. Chen, Y. Ding, and Z. Wang
International Conference on Machine Learning (ICML) , 2022.
[ Paper ] [ Code ]
EI-CLIP: Entity-aware Interventional Contrastive Learning for E-commerce Cross-modal Retrieval
H. Ma, H. Zhao, Z. Lin, A. Kale, Z. Wang, T. Yu, J. Gu, S. Choudhary, and X. Xie
Computer Vision and Pattern Recognition Conference (CVPR) , 2022.
[ Paper ] [ Poster ]
Sparse Logits Suffice to Fail Knowledge Distillation
H. Ma, Y. Huang. H. Tang, C. You, D. Kong, and X. Xie
International Conference on Learning Representations (ICLR) 2022 Workshop on PAIR^2Struct.
[ Paper ] [ Code ] [ Poster ]
TransFusion: Cross-view Fusion with Transformer for 3D Human Pose Estimation
H. Ma, L. chen, D. Kong, Z. Wang, X. Liu, H. Tang, X. Yan, Y. Xie, S. Lin, and X. Xie
British Machine Vision Virtual Conference (BMVC) , 2021.
[ Paper ] [ Code ] [ Presentation ] [ Slides ]
PD-Net: Quantitative Motor Function Evaluation for Parkinson's Disease via Automated Hand Gesture Analysis
Y. Chen, H. Ma, J. Wang, J. Wu, X. Wu, and X. Xie
Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2021.
[ Paper ]
Undistillable: Making A Nasty Teacher That CANNOT Teach Students
H. Ma, T. Chen, T. Hu, C. You, X. Xie, and Z. Wang
International Conference on Learning Representations (ICLR), 2021. (Spotlight)
[ Paper ] [ Code ] [ Presentation ] [ Slides ] [ Poster ]
SIA-GCN: A Spatial Information Aware Graph Neural Network with 2D Convolutions for Hand Pose Estimation
D. Kong, H. Ma and X. Xie
British Machine Vision Virtual Conference (BMVC), 2020. (Oral)
[ Paper ]
Nonparametric Structure Regularization Machine for 2D Hand Pose Estimation
Y. Chen*, H. Ma*, D. Kong, X. Yan, J. Wu, W. Fan, and X. Xie
IEEE Winter Conference on Applications of Computer Vision (WACV), 2020.
[ Paper ] [ Code ] [ Presentation ] [ Slides ] [ Poster ]
LSTM Multi-modal UNet for Brain Tumor Segmentation
F. Xu, H. Ma, J. Sun, R. Wu, X. Liu, and Y. Kong
IEEE Conference on Image, Vision and Computing(ICIVC), 2019.
[ Paper ] [ Slides ] [ Code ]

Academic Service

    Conference Reviewer

    CVPR2023, ICML2023,

    CVPR2022, ICML2022, ECCV2022, NeurIPS2022, WACV2022, BMVC2022

    BMVC2021

TA/Readers:

COMPSCI 271, Introduction to Artificial Intelligence (2020-2022)

COMPSCI 171, Introduction to Artificial Intelligence (2019-2023)

COMPSCI 274C, Neural Networks and Deep Learning (2021W)

COMPSCI 178, Machine Learning & Data Mining (2020W, 2020S)

Contests

Awards

  • Dean's Awards from Donald Bren School of Information and Computer Sciences, 2019
  • Merit Student, 2016/2017
  • National Scholarship, 2016

    • Published with GitHub Pages