Reasoning Video Object Segmentation on ReVOS (val)
61.5Referring J&F ScoreSDAM
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| SDAMPublication=Ours, Reasoning Ability=LLM-based methods with reasoning ability2026.03 | 61.5 | 59 | 63.9 | 54.6 | 51.8 | 57.5 | 58 | 55.4 | 60.7 | |
| GLUSPublication=CVPR 2025, Reasoning Ability=LLM-based methods with reasoning ability2026.03 | 58.3 | 56 | 60.7 | 51.4 | 48.8 | 53.9 | 54.9 | 52.4 | 57.3 | |
| VISA-13BPublication=ECCV 2024, Model Size=13B, Reasoning Ability=LLM-based methods with reasoning ability2026.03 | 57.4 | 55.6 | 59.1 | 44.3 | 42 | 46.7 | 50.9 | 48.8 | 52.9 | |
| InstructSegPublication=ICCV 2025, Reasoning Ability=LLM-based methods with reasoning ability2026.03 | 57 | 54.8 | 59.2 | 51.9 | 49.2 | 54.7 | 54.5 | 52 | 56.9 | |
| VISA-7BPublication=ECCV 2024, Model Size=7B, Reasoning Ability=LLM-based methods with reasoning ability2026.03 | 50.9 | 49.2 | 52.6 | 43 | 40.6 | 45.4 | 46.9 | 44.9 | 49 | |
| TrackGPT-13BPublication=arXiv 2023, Model Size=13B, Reasoning Ability=LLM-based methods with reasoning ability2026.03 | 49.5 | 48.3 | 50.6 | 40.5 | 38.1 | 42.9 | 45 | 43.2 | 46.8 | |
| TrackGPT-7BPublication=arXiv 2023, Model Size=7B, Reasoning Ability=LLM-based methods with reasoning ability2026.03 | 48.2 | 46.7 | 49.7 | 39 | 36.8 | 41.2 | 43.6 | 41.8 | 45.5 | |
| LISA-13BPublication=CVPR 2024, Model Size=13B, Reasoning Ability=LLM-based methods with reasoning ability2026.03 | 46.6 | 45.2 | 47.9 | 36.7 | 34.3 | 39.1 | 41.6 | 39.8 | 43.5 | |
| LISA-7BPublication=CVPR 2024, Model Size=7B, Reasoning Ability=LLM-based methods with reasoning ability2026.03 | 45.7 | 44.3 | 47.1 | 36.1 | 33.8 | 38.4 | 40.9 | 39.1 | 42.7 | |
| LMPMPublication=ICCV2023, Reasoning Ability=Traditional methods without reasoning ability2026.03 | 34.1 | 29 | 39.1 | 18.8 | 13.3 | 24.3 | 26.4 | 21.2 | 31.7 | |
| ReferFormerPublication=CVPR 2022, Reasoning Ability=Traditional methods without reasoning ability2026.03 | 32.7 | 31.2 | 34.3 | 23.4 | 21.3 | 25.6 | 28.1 | 26.2 | 29.9 |