Referring Video Object Segmentation on Ambi-RVOS Medium
57.4J&F ScoreIC-Seg-8B
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| IC-Seg-8BType=MLLM-based methods, Parameters=8B2026.05 | 57.4 | 54.1 | 60.8 | |
| IC-Seg-4BType=MLLM-based methods, Parameters=4B2026.05 | 54.3 | 51 | 57.6 | |
| Qwen3-VL-8B*Type=MLLM-based methods, Parameters=8B, Baseline=True2026.05 | 38.6 | 36.1 | 41.1 | |
| Qwen3-VL-4B*Type=MLLM-based methods, Parameters=4B, Baseline=True2026.05 | 31.6 | 29.8 | 33.5 | |
| UniPixel-7BType=MLLM-based methods, Parameters=7B2026.05 | 27.7 | 23.3 | 32.2 | |
| GLUS-7BType=MLLM-based methods, Parameters=7B2026.05 | 27.3 | 22.7 | 31.8 | |
| RGA3-7BType=MLLM-based methods, Parameters=7B2026.05 | 26.3 | 21.9 | 30.8 | |
| ReferDINOType=Specialist RVOS models2026.05 | 20 | 17.7 | 22.2 | |
| SAMWISEType=Specialist RVOS models2026.05 | 19 | 16.5 | 21.5 | |
| SAM3Type=Specialist RVOS models2026.05 | 19 | 17 | 21 | |
| Veason-R1-3BType=MLLM-based methods, Parameters=3B2026.05 | 15.1 | 12.2 | 18 |