📝 Publications & Preprints

For selected work with visual previews, see Selected Publications.

* indicates equal contribution; ^† indicates corresponding author.

Publications

2026

• V2R-OVS: Visual-to-Visual Retrieval for Promptless Training-Free Open-Vocabulary Segmentation with Self-Organized Prototypes
  Wanting Yin, Jiannan Ge, Sun-Ao Liu, Zhiying Lu, Tianhao Qi, Hongtao Xie^†
  IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2026 (accepted 2026.10.11).

• LibraGen: Playing a Balance Game in Subject-Driven Video Generation
  Jiahao Zhu*, Shanshan Lao*, Lijie Liu*, Gen Li*, Tianhao Qi*, Wei Han*, Bingchuan Li*, FangFang Liu, Zhuowei Chen, Tianxiang Ma, Qian He, Yi Zhou, Xiaohua Xie
  ECCV 2026.
  Project Page | arXiv | Code

2025

• I2VControl: Disentangled and Unified Video Motion Synthesis Control
  Wanquan Feng^†, Tianhao Qi, Jiawei Liu, Mingzhen Sun, Pengqi Tu, Tianxiang Ma, Fei Dai, Songtao Zhao, Siyu Zhou, Qian He
  ICCV 2025.
  Project Page | arXiv

• Mask²DiT: Dual Mask-based Diffusion Transformer for Multi-Scene Long Video Generation
  Tianhao Qi, Jianlong Yuan, Wanquan Feng, Shancheng Fang^†, Jiawei Liu, Siyu Zhou, Qian He, Hongtao Xie, Yongdong Zhang
  CVPR 2025.
  Project Page | arXiv | Code

• I2VControl-Camera: Precise Video Camera Control with Adjustable Motion Strength
  Wanquan Feng^†, Jiawei Liu, Pengqi Tu, Tianhao Qi, Mingzhen Sun, Tianxiang Ma, Songtao Zhao, Siyu Zhou, Qian He
  ICLR 2025.
  Project Page | arXiv | Code

2024

• DEADiff: An Efficient Stylization Diffusion Model with Disentangled Representations
  Tianhao Qi, Shancheng Fang, Yanze Wu, Hongtao Xie^†, Jiawei Liu, Lang Chen, Qian He, Yongdong Zhang
  CVPR 2024, Highlight.
  Project Page | arXiv | Code

2023

• Balanced Classification: A Unified Framework for Long-Tailed Object Detection
  Tianhao Qi, Hongtao Xie^†, Pandeng Li, Jiannan Ge, Yongdong Zhang
  IEEE Transactions on Multimedia (TMM), 2023.
  arXiv | Code

Preprints

2026

• BaT: Towards Self-Evolving Medical Research Agent with Stage Rubrics
  Junqi Liu, Yufan He, Yexiao He, Pengfei Guo, Dong Yang, Andriy Myronenko, Can Zhao, Hanrong Ye, Tianhao Qi, Yuyin Zhou, Daguang Xu, Yucheng Tang
  arXiv preprint, 2026.
  Project Page | arXiv | Code

• AutoMedBench: Towards Medical AutoResearch with Agentic AI Models
  Junqi Liu, Selena Song, Yuhan Wang, Jiawei Mao, Hardy Chen, Xiaoke Huang, Tianhao Qi, Pengfei Guo, Yucheng Tang, Yufan He, Can Zhao, Andriy Myronenko, Dong Yang, Daguang Xu, Yuyin Zhou
  arXiv preprint, 2026.
  Project Page | arXiv | Code

• A Decade of Deep Learning-based Biomedical Image Segmentation
  Suhao Yu*, Haojin Wang*, Ningsen Wang*, Sicheng Chen*, Juncheng Wu, Zhenlong Yuan, Tianhao Qi^†, Zongwei Zhou, Fei Xia^†, Jun Ma, Yuyin Zhou^†
  bioRxiv preprint, 2026.
  Project Page | bioRxiv | Paper List