Referring Video Object Segmentation on ReVOS Reasoning
66.1J&F ScoreVIRST
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VIRSTVenue=-2026.03 | 66.1 | 63.9 | 68.3 | |
| Refer-AgentMLLM=Ovis2.5-9B, Protocol=Zero-shot2026.02 | 57.7 | 54.3 | 61 | |
| VRS-HQMLLM=Chat-UniVi-13B, Protocol=SFT-based2026.02 | 56.8 | 54.1 | 59.4 | |
| VRS-HQ-13BCategory=MLLM-based Segmentation Method, Venue=CVPR'252026.03 | 56.8 | 54.1 | 59.4 | |
| VRS-HQ-7BCategory=MLLM-based Segmentation Method, Venue=CVPR'252026.03 | 56.1 | 53.5 | 58.7 | |
| RGA3MLLM=Qwen2.5-VL-7B, Protocol=SFT-based2026.02 | 55.4 | 53.1 | 57.7 | |
| RGA3-7BCategory=MLLM-based Segmentation Method, Venue=ICCV'252026.03 | 55.4 | 53.1 | 57.7 | |
| HyperSegMLLM=Mipha-3B, Protocol=SFT-based2026.02 | 53 | 50.2 | 55.8 | |
| HyperSegCategory=MLLM-based Segmentation Method, Venue=CVPR'252026.03 | 53 | 50.2 | 55.8 | |
| InstructSegMLLM=Mipha-3B, Protocol=SFT-based2026.02 | 51.9 | 49.2 | 54.7 | |
| InstructSegCategory=MLLM-based Segmentation Method, Venue=ICCV'252026.03 | 51.9 | 49.2 | 54.7 | |
| GLUS#Training=additional-SFT2025.04 | 51.4 | 48.8 | 53.9 | |
| GLUSMLLM=LISA-7B, Protocol=SFT-based2026.02 | 51.4 | 48.8 | 53.9 | |
| VISA-13BModel size=13B2025.04 | 44.3 | 42 | 46.7 | |
| VISAMLLM=Chat-UniVi-13B, Protocol=SFT-based2026.02 | 44.3 | 42 | 46.7 | |
| VISA-13BCategory=MLLM-based Segmentation Method, Venue=ECCV'242026.03 | 44.3 | 42 | 46.7 | |
| VISA-7BModel size=7B2025.04 | 43 | 40.6 | 45.4 | |
| VISA-7BCategory=MLLM-based Segmentation Method, Venue=ECCV'242026.03 | 43 | 40.6 | 45.4 | |
| LISA-7BCategory=MLLM-based Segmentation Method, Venue=CVPR'242026.03 | 36.1 | 33.8 | 38.4 | |
| LLaVA-OV-2Model Class=8B2026.05 | 29.2 | — | — | |
| ReferFormerCategory=Segmentation Expert, Venue=CVPR'222026.03 | 23.4 | 21.3 | 25.6 | |
| Qwen3-VLModel Class=8B2026.05 | 21.9 | — | — | |
| MTTRCategory=Segmentation Expert, Venue=ECCV'222026.03 | 21 | 20.4 | 21.5 | |
| LMPMCategory=Segmentation Expert, Venue=ICCV'232026.03 | 19 | 13.3 | 24.8 | |
| PLMModel Class=8B2026.05 | 10.2 | — | — | |
| LLaVA-OV-1.5Model Class=8B2026.05 | 9.7 | — | — | |
| Keye-VL-1.5Model Class=8B2026.05 | 9.6 | — | — | |
| InternVL-3.5Model Class=8B2026.05 | 9.2 | — | — |