Video Object Segmentation on Ref-DAVIS
76J&F ScoreVRS-HQ
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VRS-HQMLLM=ChatUniVi-7B, Training Protocol=Training-based2025.10 | 76 | 72.6 | 79.4 | |
| DecAFMLLM=Qwen2.5VL-7B, Training Protocol=Training-free2025.10 | 75.2 | 70.9 | 79.5 | |
| VISAMLLM=ChatUniVi-7B, Training Protocol=Training-based2025.10 | 69.4 | 66.3 | 72.5 | |
| VideoLISAMLLM=LLaVA-Phi-3-V, Training Protocol=Training-based2025.10 | 68.8 | 64.9 | 72.7 | |
| Loc-HeadMLLM=InternVL3-8B, Training Protocol=Training-free2025.10 | 66.3 | 62.4 | 70.2 | |
| LISAMLLM=LLaVA-7B, Training Protocol=Training-based2025.10 | 64.8 | 62.2 | 67.3 | |
| Loc-HeadMLLM=Qwen2.5VL-7B, Training Protocol=Training-free2025.10 | 64.6 | 60.2 | 68.9 | |
| DecAFMLLM=Qwen2VL-7B, Training Protocol=Training-free2025.10 | 64.1 | 59.4 | 68.9 | |
| DecAFMLLM=InternVL3-8B, Training Protocol=Training-free2025.10 | 62.8 | 56.9 | 68.6 | |
| Loc-HeadMLLM=Qwen2VL-7B, Training Protocol=Training-free2025.10 | 61.9 | 58 | 65.8 | |
| DecAFMLLM=LLaVA-OV-7B, Training Protocol=Training-free2025.10 | 59.4 | 54.8 | 64 | |
| Loc-HeadMLLM=LLaVA-7B, Training Protocol=Training-free2025.10 | 55.6 | 51.5 | 59.6 | |
| Loc-HeadMLLM=LLaVA-OV-7B, Training Protocol=Training-free2025.10 | 24.2 | 21.3 | 27.1 |