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SotA/Computer Vision/Video Object Segmentation/MeViS

Video Object Segmentation on MeViS

Metric: J&F (higher is better)

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#Model↕J&F▼Extra DataPaperDate↕Code
1MPG-SAM 253.7NoMPG-SAM 2: Adapting SAM 2 with Mask Priors and G...2025-01-23Code
2FindTrack53.2NoFind First, Track Next: Decoupling Identificatio...2025-03-05Code
3GLUS51.3NoGLUS: Global-Local Reasoning Unified into A Sing...2025-04-10Code
4VRS-HQ (Chat-UniVi-13B)50.9NoThe Devil is in Temporal Token: High Quality Vid...2025-01-15Code
5ReferDINO (Swin-B)49.3NoReferDINO: Referring Video Object Segmentation w...2025-01-24-
6SAMWISE48.3NoSAMWISE: Infusing Wisdom in SAM2 for Text-Driven...2024-11-26Code
7DsHmp + MTCM47.6NoMulti-Context Temporal Consistent Modeling for R...2025-01-09Code
8DsHmp46.4NoDecoupling Static and Hierarchical Motion Percep...2024-04-04Code
9HTR42.7NoTemporally Consistent Referring Video Object Seg...2024-03-28Code
10LMPM37.2NoMeViS: A Large-scale Benchmark for Video Segment...2023-08-16Code
11VLT+TC35.5NoVLT: Vision-Language Transformer and Query Gener...2022-10-28Code
12InternVideo2.532NoInternVideo2.5: Empowering Video MLLMs with Long...2025-01-21Code
13ReferFormer31NoLanguage as Queries for Referring Video Object S...2022-01-03Code
14MTTR30NoEnd-to-End Referring Video Object Segmentation w...2021-11-29Code
15LBDT29.3NoLanguage-Bridged Spatial-Temporal Interaction fo...2022-06-08Code
16URVOS27.8No--Code