Video Object Segmentation on OK-VOS
60.1One-hop J&FSeg-ReSearch-8B
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Seg-ReSearch-8BMethod Category=MLLM-based methods, Model Scale=8B, Search Augmentation=true2026.02 | 60.1 | 59.7 | 60.5 | 48.3 | 47.9 | 48.6 | 44.8 | 43.6 | 46 | 50 | 49.4 | 50.7 | |
| Seg-ReSearch-4BMethod Category=MLLM-based methods, Model Scale=4B, Search Augmentation=true2026.02 | 54 | 53.6 | 54.3 | 43.3 | 42.8 | 43.9 | 44.2 | 43 | 45.4 | 46 | 45.3 | 46.7 | |
| Qwen3-VL-8B*+SearchMethod Category=MLLM-based methods, Model Scale=8B, Search Augmentation=true2026.02 | 40.2 | 39.8 | 40.6 | 36.4 | 35.9 | 36.9 | 37.6 | 36.6 | 38.6 | 37.6 | 37 | 38.2 | |
| Qwen3-VL-4B*+SearchMethod Category=MLLM-based methods, Model Scale=4B, Search Augmentation=true2026.02 | 39.8 | 39.7 | 39.8 | 34.3 | 34.2 | 34.4 | 36.6 | 35.9 | 37.2 | 36.2 | 36 | 36.4 | |
| Qwen3-VL-8B*Method Category=MLLM-based methods, Model Scale=8B, Search Augmentation=false2026.02 | 37.1 | 36.5 | 37.7 | 35.2 | 34.7 | 35.7 | 35.7 | 34.6 | 36.8 | 35.8 | 35.1 | 36.4 | |
| UniPixelMethod Category=MLLM-based methods, Model Scale=7B2026.02 | 37 | 36.6 | 37.5 | 33.4 | 32.7 | 34.1 | 33.4 | 32.2 | 34.5 | 34.2 | 33.5 | 35 | |
| Qwen3-VL-4B*Method Category=MLLM-based methods, Model Scale=4B, Search Augmentation=false2026.02 | 32.6 | 32.3 | 32.9 | 33.3 | 33 | 33.6 | 35.6 | 34.5 | 36.6 | 33.8 | 33.3 | 34.3 | |
| GLUSMethod Category=MLLM-based methods, Model Scale=7B2026.02 | 32.4 | 32 | 32.8 | 29.9 | 29.3 | 30.5 | 26.8 | 26 | 27.6 | 29.6 | 29 | 30.2 | |
| SAMWISEMethod Category=Specialist RVOS models2026.02 | 27 | 25.8 | 28.2 | 26.1 | 25.4 | 26.8 | 24.7 | 23.3 | 26 | 25.9 | 24.9 | 26.9 | |
| ReferDINOMethod Category=Specialist RVOS models2026.02 | 25.1 | 24.2 | 26 | 27.7 | 26.8 | 28.6 | 18.7 | 17.4 | 20.1 | 24.6 | 23.6 | 25.6 | |
| ReferEverythingMethod Category=Specialist RVOS models, Model Scale=1.4B2026.02 | 25 | 24 | 26.1 | 27.7 | 27.4 | 28.1 | 24.3 | 23.1 | 25.5 | 26.2 | 25.4 | 26.9 | |
| VideoLISAMethod Category=MLLM-based methods, Model Scale=3.8B2026.02 | 22.9 | 22.9 | 23 | 21.7 | 21.8 | 21.5 | 12 | 11 | 13 | 19.3 | 19.1 | 19.5 | |
| RGA3Method Category=MLLM-based methods, Model Scale=7B2026.02 | 22.3 | 22.9 | 21.8 | 21 | 21.1 | 20.9 | 15.1 | 13.9 | 16.2 | 19.7 | 19.5 | 19.8 |