Video Object Segmentation on ReasonVOS
63.9J&F ScoreDecAF
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DecAFMLLM=Qwen2.5VL-7B, Training Protocol=Training-free2025.10 | 63.9 | 60.5 | 67.2 | |
| IC-Seg-8BNumber of Parameters=8B2026.05 | 60.9 | 57.5 | 64.2 | |
| Veason-R1MLLM=Qwen2.5VL-7B, Training Protocol=Training-based2025.10 | 59.9 | 56 | 63.8 | |
| DecAFMLLM=InternVL3-8B, Training Protocol=Training-free2025.10 | 58.9 | 55.1 | 62.7 | |
| Qwen3-VL-8B*Number of Parameters=8B2026.05 | 56.2 | 53.1 | 59.2 | |
| VRS-HQMLLM=ChatUniVi-7B, Training Protocol=Training-based2025.10 | 54.9 | 52.6 | 57.3 | |
| OneThinker-8BNumber of Parameters=8B2026.05 | 54.9 | 51.1 | 58.7 | |
| RGA3-7BNumber of Parameters=7B2026.05 | 53.6 | 51.3 | 56 | |
| DecAFMLLM=LLaVA-OV-7B, Training Protocol=Training-free2025.10 | 52.8 | 49.3 | 56.3 | |
| DecAFMLLM=Qwen2VL-7B, Training Protocol=Training-free2025.10 | 52.5 | 49 | 56 | |
| COT-RVS-12BNumber of Parameters=12B2026.05 | 50.7 | 47.5 | 54 | |
| GLUSMLLM=LLaVA-7B, Training Protocol=Training-based2025.10 | 49.9 | 47.5 | 52.4 | |
| GLUS-7BNumber of Parameters=7B2026.05 | 49.9 | 47.5 | 52.4 | |
| VideoLISAMLLM=LLaVA-Phi-3-V, Training Protocol=Training-based2025.10 | 47.5 | 45.1 | 49.9 | |
| VideoLISA-3.8BNumber of Parameters=3.8B2026.05 | 47.5 | 45.1 | 49.9 | |
| Loc-HeadMLLM=InternVL3-8B, Training Protocol=Training-free2025.10 | 44.3 | 41 | 47.5 | |
| Loc-HeadMLLM=Qwen2.5VL-7B, Training Protocol=Training-free2025.10 | 41.1 | 37.9 | 44.3 | |
| Loc-HeadMLLM=LLaVA-7B, Training Protocol=Training-free2025.10 | 37.1 | 32.9 | 41.4 | |
| Loc-HeadMLLM=Qwen2VL-7B, Training Protocol=Training-free2025.10 | 34 | 31.8 | 36.2 | |
| Loc-HeadMLLM=LLaVA-OV-7B, Training Protocol=Training-free2025.10 | 32.6 | 29.7 | 35.4 | |
| LISAMLLM=LLaVA-7B, Training Protocol=Training-based2025.10 | 31.1 | 29.1 | 33.1 |