I am a Ph.D. student in Fudan University, supervided by Prof. Wenqiang Zhang. I achieved my B.E. degress in Information Security from Fudan University in 2022.

My research interest includes:

  • Computer vision
  • Multimodal Large Language Model
  • Video understanding
  • Image generation
  • 3D vision
  • Instance segmentation
  • Multimodal

šŸ”„ News

  • 2025.01: Ā šŸŽ‰šŸŽ‰ One paper is accepted by ICLR 2025.

  • 2024.09: Ā šŸŽ‰šŸŽ‰ One paper is accepted by NeurIPS 2024.

  • 2024.08: Ā šŸŽ‰šŸŽ‰ Two papers are accepted by ACM MM 2024.

  • 2024.07: Ā šŸŽ‰šŸŽ‰ Two papers are accepted by ECCV 2024.

  • 2024.07: Ā šŸŽ‰šŸŽ‰ Iā€™m organizing the 6th Large-Scale Video Object Segmentation (LSVOS) Challenge! Welcome to attend!

  • 2024.04: Ā šŸŽ‰šŸŽ‰ LVOS V2 has been released! Welcome for following!

  • 2024.03: Ā šŸŽ‰šŸŽ‰ One paper is accepted by CVPR 2024 and is presented as Highlight! Congratulations to all co-authors!

  • 2023.09: Ā šŸŽ‰šŸŽ‰ One paper is accepted by NeurIPS 2023.

  • 2023.08: Ā šŸŽ‰šŸŽ‰ Three papers are accepted by ACM MM 2023. Congratulations to all co-authors!

  • 2023.07: Ā šŸŽ‰šŸŽ‰ LVOS has been accepted by ICCV 2023.

  • 2022.11: Ā šŸŽ‰šŸŽ‰ LVOS (the first long-term video object segmentation benchmark) has been public!

šŸ“ Publications

Arxiv 2024
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General Compression Framework for Efficient Transformer Object Tracking

Lingyi Hong, Jinglun Li, Xinyu Zhou, Shilin Yan, Pinxue Guo, Kaixun Jiang, Zhaoyu Chen, Shuyong Gao, Wei Zhang, Hong Lu, Wenqiang Zhang

[Paper]

  • General compression framework for efficient SOT.
  • Support any teacher and student structure, any input resolution, and any layer numbers.
  • Balance between efficiency and effectiveness (2.17 x speed up with 96% accuracy).
Arxiv 2024 & ICCV 2023
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LVOS: A Benchmark for Large-scale Long-term Video Object Segmentation

Lingyi Hong, Zhongying Liu, Wenchao Chen, Chenzhi Tan, Yuang Feng, Xinyu Zhou, Pinxue Guo, Jinglun Li, Zhaoyu Chen, Shuyong Gao, Wei Zhang, Wenqiang Zhang

LVOS: A Benchmark for Long-term Video Object Segmentation

Lingyi Hong, Wenchao Chen, Zhongying Liu, Wei Zhang, Pinxue Guo, Zhaoyu Chen, Wenqiang Zhang

[Paper V2] [Paper V1] [Home Page] [Github]

  • The first long-term video object segmentation benchmark.
CVPR 2024 Highlight
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(Highlight) OneTracker: Unifying Visual Object Tracking with Foundation Models and Efficient Tuning

Lingyi Hong, Shilin Yan, Renrui Zhang, Wanyun Li, Xinyu Zhou, Pinxue Guo, Kaixun Jiang, Yiting Chen, Jinglun Li, Zhaoyu Chen, Wenqiang Zhang

[Paper]

  • The first one to unify RGB and RGB+X tracking in a general framework.
  • Introduce the foundation model and parameter-efficient tuning manner into object tracking and break traditional full finetuning stragety.
  • SOTA performance on 6 tracking task 11 benchmarks.

šŸ“… Organizations

šŸ“– Educations

  • 2022.09 - Now, Ph. D. candidate, School of Computer Science, Fudan University, Shanghai China.
  • 2018.09 - 2022.06, Undergraduate, School of Computer Science, Fudan University, Shanghai China.

šŸ†š Contests

  • 2024.08: 2nd Place, Global Multimedia Deepfake Detection Challenge.

  • 2022.06: 2nd Place, The 4th Large-scale Video Object Segmentation Challenge. CVPRW 2022.

šŸ—’ Services

  • Reviewer for TPAMI, TIP, TCSVT, ICML 2025, NeurIPS 2024, ICLR 2025, CVPR 2024 - 2025, ICCV 2023, ECCV 2024, ACM MM 2023 - 2024.