Referring Video Object Segmentation on Ref-Davis (val)
0.76J&F ScoreSa2VA-Qwen3-VL-4B
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Sa2VA-Qwen3-VL-4BAccess=Specialized open models2026.01 | 0.76 | — | — | |
| Sa2VA-Qwen3-VL-4BCategory=Specialized open models2026.03 | 0.76 | — | — | |
| Sa2VA-8BAccess=Specialized open models2026.01 | 0.752 | — | — | |
| Sa2VA-8BCategory=Specialized open models2026.03 | 0.752 | — | — | |
| MolmoPoint-8BCategory=MolmoPoint2026.03 | 0.736 | 0.841 | 0.822 | |
| Molmo2-4BAccess=Open weights, Open data (no distillation), Open code2026.01 | 0.735 | 0.831 | 0.811 | |
| Molmo2-4BCategory=Fully open2026.03 | 0.735 | 0.831 | 0.811 | |
| Molmo2-8BAccess=Open weights, Open data (no distillation), Open code2026.01 | 0.727 | 0.813 | 0.787 | |
| Molmo2-8BCategory=Fully open2026.03 | 0.727 | 0.813 | 0.787 | |
| VideoMolmo-7BAccess=Specialized open models2026.01 | 0.725 | 0.754 | — | |
| VideoMolmo-7BCategory=Fully open2026.03 | 0.725 | 0.754 | — | |
| Molmo2-O-7BAccess=Open weights, Open data (no distillation), Open code2026.01 | 0.704 | 0.792 | 0.76 | |
| Molmo2-O-7BCategory=Fully open2026.03 | 0.704 | 0.792 | 0.76 | |
| VideoGLaMMAccess=Specialized open models2026.01 | 0.695 | — | — | |
| VideoGLaMMCategory=Specialized open models2026.03 | 0.695 | — | — | |
| VideoLISAAccess=Specialized open models2026.01 | 0.688 | — | — | |
| VideoLISACategory=Specialized open models2026.03 | 0.688 | — | — | |
| Gemini 3 ProAccess=API call only2026.01 | 0.666 | 0.608 | 0.557 | |
| Gemini 3 ProCategory=API call only2026.03 | 0.666 | 0.608 | 0.557 | |
| Molmo + SAM 2Access=Specialized open models2026.01 | 0.652 | 0.745 | — | |
| Molmo + SAM 2Category=Fully open2026.03 | 0.652 | 0.745 | — | |
| Gemini 2.5 ProAccess=API call only2026.01 | 0.456 | 0.627 | 0.566 | |
| Gemini 2.5 ProCategory=API call only2026.03 | 0.456 | 0.627 | 0.566 | |
| Qwen3-VL-4BAccess=Open weights only2026.01 | 0.444 | 0.331 | 0.269 | |
| Qwen3-VL-4BCategory=Open weights only2026.03 | 0.444 | 0.331 | 0.269 | |
| Qwen3-VL-8BAccess=Open weights only2026.01 | 0.41 | 0.416 | 0.332 | |
| Qwen3-VL-8BCategory=Open weights only2026.03 | 0.41 | 0.416 | 0.332 | |
| Gemini 2.5 FlashAccess=API call only2026.01 | 0.316 | 0.367 | 0.3 | |
| Gemini 2.5 FlashCategory=API call only2026.03 | 0.316 | 0.367 | 0.3 | |
| GPT-5Access=API call only2026.01 | 0.252 | 0.17 | 0.116 | |
| GPT-5Category=API call only2026.03 | 0.252 | 0.17 | 0.116 | |
| GPT-5 miniAccess=API call only2026.01 | 0.084 | 0.034 | 0.023 | |
| GPT-5 miniCategory=API call only2026.03 | 0.084 | 0.034 | 0.023 |