Hi!
About me
I am a Ph.D. candidate at GAP Lab, advised by Prof. Xiaoguang Han, at the Chinese University of Hong Kong (Shenzhen) . Prior to this, I completed my M.Sc. at the University of California, Irvine and my B.Eng. at Xidian University. I am fortunate to have had the opportunity to work at CVMI Lab under the guidance of Prof. Xiaojuan Qi and at SIAT-MMLab under the supervision of Prof. Yu Qiao .
My research is centered around developing intelligent algorithms and creating diverse data to comprehend, model, and represent the 3D world. Currently, I am keenly interested in embodied AI and data generation.
I am seeking a Postdoctoral or Faculty position for the Summer/Fall of 2025. If you have any openings or are interested, please feel free to contact me.
News
- [11/2024] One paper (SAMPro3D) is accepted to 3DV2025. The updated paper and code will be available soon.
- [08/2024] One paper (survey) is accepted to TPAMI. The updated paper will be available soon.
- [07/2024] One paper (Free-ATM) is accepted to ECCV2024. The updated paper and code will be available soon.
- [07/2024] MVImgNet is awarded WAIC Youth Outstanding Paper Nomination, 2024 (2024世界人工智能大会青年优秀论文提名奖).
- [03/2024] One paper (RichDreamer) is accepted to CVPR2024 as Highlight (2.8%). Paper and code are available.
- [11/2023] I was recognized as one of the NeurIPS2023 Top Reviewers (9.9%).
- [08/2023] MVImgNet is awared CCF Outstanding Graphics Open-Source Dataset, 2023 (CCF-2023年度优秀图形开源数据集奖).
- [05/2023] I was named one of the CVPR2023 Outstanding Reviewers (3.3%).
- [03/2023] Three papers (MVImgNet, MM-3DScene, REC-MV) are accepted to CVPR2023. Papers, dataset, and codes are all available.
- [07/2022] One paper (TO-Scene) is accepted to ECCV2022 for Oral Presentation (2.7%). Paper and dataset are available.
- [03/2021] One paper (PAConv) is accepted to CVPR2021. Paper and code are available.
- [12/2020] One paper (GDANet) is accepted to AAAI2021. Paper and code are available.
Publications
(* indicates equal contribution, † denotes project lead, ‡ means corresponding author)
Selected Representatives
Free-ATM: Harnessing Free Attention Masks for Representation Learning on Diffusion-Generated Images
David Junhao Zhang, Mutian Xu†, Jay Zhangjie Wu, Chuhui Xue, Wenqing Zhang, Xiaoguang Han, Song Bai, Mike Zheng Shou‡. (†project lead)
(ECCV, 2024) [paper]
Others
Learning Geometry-Disentangled Representation for Complementary Understanding of 3D Object Point Cloud
Mutian Xu*, David Junhao Zhang*, Zhipeng Zhou, Mingye Xu, Xiaojuan Qi, Yu Qiao‡.
(AAAI, 2021, BEST performance on OmniObject 3D robust perception) [paper][code]
A Survey on Graph Neural Networks and Graph Transformers in Computer Vision: A Task-Oriented Perspective
Chaoqi Chen*, Yushuang Wu*, Qiyuan Dai*, Hong-Yu Zhou*, Mutian Xu, Sibei Yang‡, Xiaoguang Han‡, Yizhou Yu‡.
(TPAMI, 2024) [paper]
Activites & Certificates
WAIC Youth Outstanding Paper Nomination Award, 2024 (MVImgNet) |
Top Reviewer, NeurIPS 2023 (9.9%) |
Outstanding Reviewer, CVPR 2023 (3.3%) |
CCF Outstanding Graphics Open-Source Dataset, 2023 (MVImgNet) |
Outstanding Teaching Assistant Award of CUHKSZ, 2022 |
Journal Reviewer: TIP, IJCV, TVCG, NEUCOM, TMM, MVAP |
Conference Reviewer: CVPR 23/24, ICCV 21/23, ECCV 24, ICLR 24/25, ICML 24, NeurIPS 23, IJCAI 24, WACV 24/25, ACCV 24 |
GRE: 325/340, 2017 |
TOFEL: 104/120, 2017 |
Experience
-
06. 2020 – 02. 2021
Research Assistant
Topic: 3D Point Cloud Convolution
Advisor: Prof. Xiaojuan Qi
-
07. 2019 – 11. 2019
Visiting Student
Topic: 3D Object Point Cloud Classification and Segmentation
Advisor: Prof. Yu Qiao & Dr. Zhipeng Zhou
-
04. 2019 – 06. 2019
Master Individual Project
Topic: 3D Object Reconstrution Based on Structured Light
Advisor: Prof. Charless Fowlkes
Talks
"我要这paper有何用 ? ( Why Do I Need Papers ? )", Valse Webinar 2024 |
Outstanding Student Forum of Valse 2023 |
Outstanding Student Forum of China 3DV 2023 |
Youth PhD Talk - ECCV 2022, invited by AI-TIME |
Teaching
CUHKSZ-CSC1001: Introduction to Computer Science: Programming Methodology |
CUHKSZ-CSC1002: Computational Laboratory |
CUHKSZ-CSC3002: Introduction to Computer Science: Programming Paradigms |
Miscellaneous
3rd place of the 31st School Singer Contest, Xidian University |
Piano Professional Certificate Level 10 |