# Universal Video Segmentation Methods Based on DVIS 1. [DVIS++: Improved Decoupled Framework for Universal Video Segmentation](./DVIS_Plus/README.md) [](https://paperswithcode.com/sota/video-instance-segmentation-on-ovis-1?p=dvis-improved-decoupled-framework-for) [](https://paperswithcode.com/sota/video-instance-segmentation-on-youtube-vis-1?p=dvis-improved-decoupled-framework-for) [](https://paperswithcode.com/sota/video-instance-segmentation-on-youtube-vis-2?p=dvis-improved-decoupled-framework-for) [](https://paperswithcode.com/sota/video-instance-segmentation-on-youtube-vis-3?p=dvis-improved-decoupled-framework-for) [](https://paperswithcode.com/sota/video-semantic-segmentation-on-vspw?p=dvis-improved-decoupled-framework-for) [](https://paperswithcode.com/sota/video-panoptic-segmentation-on-vipseg?p=dvis-improved-decoupled-framework-for) 2. [DVIS-DAQ: Improving Video Segmentation via Dynamic Anchor Queries](./DVIS_DAQ/README.md) [](https://paperswithcode.com/sota/video-instance-segmentation-on-ovis-1?p=dvis-daq-improving-video-segmentation-via) [](https://paperswithcode.com/sota/video-instance-segmentation-on-youtube-vis-2?p=dvis-daq-improving-video-segmentation-via) [](https://paperswithcode.com/sota/video-instance-segmentation-on-youtube-vis-1?p=dvis-daq-improving-video-segmentation-via)

## News - DVIS-DAQ has been accepted by ECCV 2024. `2024.7.3` - DVIS-DAQ achieves 57.1 AP on the OVIS dataset and also sets a new SOTA performance on YTVIS19/21 and VIPSeg. The code is released in this repository and [DAQ-VS](https://github.com/SkyworkAI/DAQ-VS). The paper is available at [DVIS-DAQ: Improving Video Segmentation via Dynamic Anchor Queries](https://arxiv.org/pdf/2404.00086.pdf) and the project page can be found in [project page](https://zhang-tao-whu.github.io/projects/DVIS_DAQ/). - DVIS and DVIS++ achieved **1st place** in the VPS Track of the PVUW challenge at CVPR 2023. `2023.5.25` - DVIS and DVIS++ achieved **1st place** in the VIS Track of the 5th LSVOS challenge at ICCV 2023. `2023.8.15`

```BibTeX @article{zhang2023dvis, title={DVIS: Decoupled Video Instance Segmentation Framework}, author={Zhang, Tao and Tian, Xingye and Wu, Yu and Ji, Shunping and Wang, Xuebo and Zhang, Yuan and Wan, Pengfei}, journal={arXiv preprint arXiv:2306.03413}, year={2023} } @article{zhang2023dvisplus, title={DVIS++: Improved Decoupled Framework for Universal Video Segmentation}, author={Tao Zhang and Xingye Tian and Yikang Zhou and Shunping Ji and Xuebo Wang and Xin Tao and Yuan Zhang and Pengfei Wan and Zhongyuan Wang and Yu Wu}, journal={arXiv preprint arXiv:2312.13305}, year={2023}, } @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}, } ```