I am a Ph.D. student in Computer Science Program at King Abdullah University of Science and Technology (KAUST), under the supervision of Prof. Bernard Ghanem. Prior to that, I obtained my master degree from Shanghai Jiao Tong University, and bachelor degree from Xiโ€™an JiaoTong University.

My research interests focus on long-form video understanding, such as temporal action detection, action recognition, and video language grounding.

๐Ÿ”ฅ News

  • 2024.07: ย ๐ŸŽ‰ One co-authored paper is accepted by ECCV 2024.
  • 2024.06: ย ๐ŸŽ‰ We rank 1st in the Action Recognition, Action Detection, and Audio-Based Interaction Detection tasks of the EPIC-KITCHENS-100 2024 Challenge, as well as 1st place in the Moment Queries task of the Ego4D 2024 Challenge by using OpenTAD!
  • 2024.06: I am awarded the Deanโ€™s List Award for 2024.
  • 2024.05: We release the OpenTAD, which is currently the largest TAD codebase.
  • 2024.02: Two papers are accepted by CVPR 2024.
  • 2024.01: One paper is accepted by ICLR 2024.
  • 2023.02: One paper is accepted by CVPR 2023 and one paper is accepted by CVPRW 2023.

๐Ÿ“ Publications

arXiv 2024
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OpenTAD: A Unified Framework and Comprehensive Study of Temporal Action Detection

Shuming Liu, Chen Zhao, Bernard Ghanem, et al. [Code]

arXiv 2024
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Harnessing Temporal Causality for Advanced Temporal Action Detection

Shuming Liu, Lin Sui, Chen-Lin Zhang, Fangzhou Mu, Chen Zhao, Bernard Ghanem [Code]

CVPR 2024
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End-to-End Temporal Action Detection with 1B Parameters Across 1000 Frames

Shuming Liu, Chen-Lin Zhang, Chen Zhao, Bernard Ghanem [Code]

CVPRW 2023
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ETAD: Training Action Detection End to End on a Laptop

Shuming Liu, Mengmeng Xu, Chen Zhao, Xu Zhao, Bernard Ghanem [Code]

๐Ÿ“– Educations

  • 2021.09 - now, Ph.D., King Abdullah University of Science and Technology (KAUST), Saudi Arabia.
  • 2018.09 - 2021.04, Master, Shanghai Jiao Tong University (SJTU), China.
  • 2014.09 - 2018.06, Bachelor, Xiโ€™an JiaoTong University (XJTU), China.

๐ŸŽ– Honors and Awards

  • 2024.06 Deanโ€™s List Award of KAUST (20%)
  • 2021.03 Outstanding Graduate of SJTU
  • 2019.12 Scholarship of SJTU (5%)
  • 2018.06 Outstanding Undergraduate of XJTU
  • 2017.12 Scholarship of XJTU (5%)

๐Ÿ’ป Service

Conference Reviewer: CVPR2022/2023/2024, ICCV2023, ECCV2022/2024, ICLR2023, AAAI2023.

Journal Reviewer: TPAMI, IJCV, TIP, TMM.

Teaching Assistant: Introduction to Computer Vision (KAUST), Computer Vision (SJTU)