Referring Video Object Segmentation on Ambi-RVOS (Overall)
55.1J&F ScoreIC-Seg-8B
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| IC-Seg-8BType=MLLM-based methods, Parameters=8B2026.05 | 55.1 | 51.9 | 58.3 | |
| IC-Seg-4BType=MLLM-based methods, Parameters=4B2026.05 | 52 | 49.2 | 54.9 | |
| Qwen3-VL-8B*Type=MLLM-based methods, Parameters=8B, Baseline=True2026.05 | 36.5 | 33.9 | 39.2 | |
| Qwen3-VL-4B*Type=MLLM-based methods, Parameters=4B, Baseline=True2026.05 | 30.4 | 28.6 | 32.2 | |
| UniPixel-7BType=MLLM-based methods, Parameters=7B2026.05 | 29.2 | 25 | 33.3 | |
| GLUS-7BType=MLLM-based methods, Parameters=7B2026.05 | 27.1 | 23 | 31.1 | |
| RGA3-7BType=MLLM-based methods, Parameters=7B2026.05 | 24.7 | 20.7 | 28.8 | |
| ReferDINOType=Specialist RVOS models2026.05 | 21.3 | 18.9 | 23.7 | |
| SAMWISEType=Specialist RVOS models2026.05 | 19.4 | 16.7 | 22.2 | |
| SAM3Type=Specialist RVOS models2026.05 | 18.6 | 17.3 | 20 | |
| Veason-R1-3BType=MLLM-based methods, Parameters=3B2026.05 | 17.4 | 14.7 | 20.2 |