Rui Qian*

Rethinking Image-to-Video Adaptation: An Object-centric Perspective

"Image-to-video adaptation seeks to efficiently adapt image models for use in the video domain. Instead of finetuning the entire image backbone, many image-to-video adaptation paradigms use lightweight adapters for temporal modeling on top of the spatial module. However, these attempts are subject t…