Main Publications

Improving Pixel-based MIM by Reducing Wasted Modeling Capability

Yuan Liu, Songyang Zhang, Jiacheng Chen, Zhaohui Yu, Kai Chen, Dahua Lin
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

MMBench: Is Your Multi-modal Model an All-around Player?

Yuan Liu, Haodong Duan, Yuanhan Zhang, Bo Li, Songyang Zhang, Wangbo Zhao, Yike Yuan, Jiaqi Wang, Conghui He, Ziwei Liu, Kai Chen, Dahua Lin
Arxiv, 2023

PixMIM: Rethinking Pixel Reconstruction in Masked Image Modeling

Yuan Liu, Songyang Zhang, Jiacheng Chen, Kai Chen, Dahua Lin
Transactions on Machine Learning Research, 2024

MoQuad: Motion-focused Quadruple Construction for Video Contrastive Learning

Yuan Liu, Jiacheng Chen, Hao Wu
European Conference on Computer Vision Workshop, 2022

Contrast and order representations for video self-supervised learning

Kai Hu, Jie Shao, Yuan Liu, Bhiksha Raj, Marios Savvides, Zhiqiang Shen
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2021