Beyond Boundaries: Leveraging Vision Foundation Models for Source-Free Object Detection

Huizai Yao, Sicheng Zhao, Pengteng Li, Yi Cui, Shuo Lu, Weiyu Guo, Yunfan Lu, Yijie Xu, Hui Xiong

AAAI 2026

[Paper]

You only need 4 extra tokens: Synergistic Test-time Adaptation for LLMs

Yijie Xu, Huizai Yao, Zhiyu Guo, Weiyu Guo, Pengteng Li, Aiwei Liu, Xuming Hu, Hui Xiong

Arxiv 2025

[Paper]

See&Trek: Training-Free Spatial Prompting for Multimodal Large Language Model

Pengteng Li, Pinhao Song, Wuyang Li, Huizai Yao, Weiyu Guo, Yijie Xu, Dugang Liu, Hui Xiong

NeurIPS 2025

Source-Free Object Detection with Detection Transformer

Huizai Yao, Sicheng Zhao, Shuo Lu, Hui Chen, Yangyang Li, Guoping Liu, Tengfei Xing, Chenggang Yan, Jianhua Tao, Guiguang Ding

IEEE Transactions on Image Processing (IEEE TIP) 2025

[Paper]

SEE: See Everything Every Time -- Adaptive Brightness Adjustment for Broad Light Range Images via Events

Yunfan Lu, Xiaogang Xu, Hao Lu, Yanlin Qian, Pengteng Li, Huizai Yao, Bin Yang, Junyi Li, Qianyi Cai, Weiyu Guo, Hui Xiong

International Journal of Computer Vision (IJCV) 2025

[Paper]

From Events to Enhancement: A Survey on Event-Based Imaging Technologies

Yunfan Lu, Xiaogang Xu, Pengteng Li, Huizai Yao, Yi Cui, Hui Xiong

Arxiv 2025

[Paper]

Soft-Merging: Resolving Cost for Multi-Source-Free Domain Adaptation

Huizai Yao, Pengteng Li, Sicheng Zhao, Shuo Lu, Yunfan Lu, Hui Xiong

In Submission