Methods › Computer Vision › Video Instance Segmentation Models › VisTR
VisTR
Introduced by Yuqing Wang et al. in End-to-End Video Instance Segmentation with Transformers
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
VisTR is a Transformer based video instance segmentation model. It views video instance segmentation as a direct end-to-end parallel sequence decoding/prediction problem. Given a video clip consisting of multiple image frames as input, VisTR outputs the sequence of masks for each instance in the video in order directly. At the core is a new, effective instance sequence matching and segmentation strategy, which supervises and segments instances at the sequence level as a whole. VisTR frames the instance segmentation and tracking in the same perspective of similarity learning, thus considerably simplifying the overall pipeline and is significantly different from existing approaches.
Papers archive 2025-07-28
3 shown of 3, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Deformable VisTR: Spatio temporal deformable attention for video instance segmentation 12 Mar 2022 · 1 repository · arXiv:2203.06318
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Efficient Video Instance Segmentation via Tracklet Query and Proposal 3 Mar 2022 · 0 repositories · arXiv:2203.01853
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End-to-End Video Instance Segmentation with Transformers 30 Nov 2020 · 2 repositories · arXiv:2011.14503
Tasks archive 2025-07-28
6 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Instance Segmentation | 3 |
| Semantic Segmentation | 3 |
| Video Instance Segmentation | 3 |
| Segmentation | 2 |
| GPU | 1 |
| Video Understanding | 1 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
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