2 papers
cs.CV2025
Advancing Video Self-Supervised Learning via Image Foundation Models
Jingwei Wu, Zhewei Huang, Chang Liu
In the past decade, image foundation models (IFMs) have achieved unprecedented progress. However, the potential of directly using IFMs for video self-supervised representation lear…
cs.CV2022
Disjoint Masking with Joint Distillation for Efficient Masked Image Modeling
Xin Ma, Chang Liu, Chunyu Xie +3
Masked image modeling (MIM) has shown great promise for self-supervised learning (SSL) yet been criticized for learning inefficiency. We believe the insufficient utilization of tra…