DVIS-DAQ: Improving Video Segmentation via Dynamic Anchor Queries

Yikang Zhou, Tao Zhang, Shunping Ji, Shuicheng Yan, Xiangtai Li

Project Page: https://zhang-tao-whu.github.io/projects/DVIS_DAQ

TODO

• Release the code and pre-trained weights.

Features

• We propose Dynamic Anchor Queries and Emergence and Disappearance Simulation to significantly enhance the ability to handle the emergence and disappearance of objects.
• The Dynamic Anchor Queries and Emergence and Disappearance Simulation proposed by us can be easily integrated into existing query-based video segmentation methods.
• By integrating with DVIS, we constructed DVIS-DAQ and achieved SOTA performance on YTVIS 19/21/22 and VIPSeg, with performance reaching as high as 57.1 AP on OVIS.

Demos

We provide visualization results for multiple challenging cases on the project page.

Citing DVIS-DAQ

@article{dvisdaq,
  title={DVIS-DAQ: Improving Video Segmentation via Dynamic Anchor Queries}, 
  author={Yikang Zhou and Tao Zhang and Shunping Ji and Shuicheng Yan and Xiangtai Li},
  journal={arXiv},
  year={2024},
}