Video Reasoning Segmentation on ReVOS (test)
61.1Referring JaccardVRS-HQ
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| VRS-HQBackbone=Chat-UniVi-13B2025.01 | 61.1 | 65.5 | 63.3 | 54.1 | 59.4 | 56.8 | 57.6 | 62.5 | 60 | 18.9 | |
| VRS-HQBackbone=Chat-UniVi-7B2025.01 | 59.8 | 64.5 | 62.1 | 53.5 | 58.7 | 56.1 | 56.6 | 61.6 | 59.1 | 19.7 | |
| VRS-HQ2026.04 | 59.8 | 64.5 | 62.1 | 53.5 | 58.7 | 56.1 | 56.6 | 61.6 | 59.1 | — | |
| GLUS2026.04 | 56.3 | 60.7 | 58.3 | 48.8 | 53.9 | 51.4 | 52.6 | 57.3 | 54.8 | — | |
| VISABackbone=LLaVA-13B2025.01 | 55.7 | 59 | 57.4 | 41.9 | 46.5 | 44.2 | 48.8 | 52.8 | 50.8 | 15.1 | |
| ORVOS Baseline2026.04 | 55.7 | 59.9 | 57.8 | 48.4 | 53.3 | 50.8 | 52 | 56.6 | 54.3 | — | |
| VISABackbone=Chat-UniVi-13B2025.01 | 55.6 | 59.1 | 57.4 | 42 | 46.7 | 44.3 | 48.8 | 52.9 | 50.9 | 14.5 | |
| VISABackbone=LLaVA-7B2025.01 | 49.4 | 52.6 | 51 | 40.5 | 45.8 | 43.2 | 44.9 | 49.2 | 47.1 | 15.3 | |
| VISABackbone=Chat-UniVi-7B2025.01 | 49.2 | 52.6 | 50.9 | 40.6 | 45.4 | 43 | 44.9 | 49 | 46.9 | 15.5 | |
| VISA2026.04 | 49.2 | 52.6 | 50.9 | 40.6 | 45.4 | 43 | 44.9 | 49 | 46.9 | — | |
| TrackGPTBackbone=LLaVA-13B2025.01 | 48.3 | 50.6 | 49.5 | 38.1 | 42.9 | 40.5 | 43.2 | 46.8 | 45 | 12.8 | |
| TrackGPTBackbone=LLaVA-7B2025.01 | 46.7 | 49.7 | 48.2 | 36.8 | 41.2 | 39 | 41.8 | 45.5 | 43.6 | 11.6 | |
| TrackGPT2026.04 | 46.7 | 49.7 | 48.2 | 36.8 | 41.2 | 39 | 41.8 | 45.5 | 43.6 | — | |
| LISABackbone=LLaVA-13B2025.01 | 45.2 | 47.9 | 46.6 | 34.3 | 39.1 | 36.7 | 39.8 | 43.5 | 41.6 | 8.6 | |
| LISABackbone=LLaVA 7B2025.01 | 44.3 | 47.1 | 45.7 | 33.8 | 38.4 | 36.1 | 39.1 | 42.7 | 40.9 | 9.3 | |
| LISA2026.04 | 44.3 | 47.1 | 45.7 | 33.8 | 38.4 | 36.1 | 39.1 | 42.7 | 40.9 | — | |
| ReferFormerBackbone=Video-Swin-B2025.01 | 31.2 | 34.3 | 32.7 | 21.3 | 25.6 | 23.4 | 26.2 | 29.9 | 28.1 | 8.8 | |
| MTTRBackbone=Video-Swin-T2025.01 | 29.8 | 30.2 | 30 | 20.4 | 21.5 | 21 | 25.1 | 25.9 | 25.5 | 5.6 | |
| LMPMBackbone=Swin-T2025.01 | 29 | 39.1 | 34.1 | 13.3 | 24.3 | 18.8 | 21.2 | 31.7 | 26.4 | 3.2 |