Referring Video Object Segmentation on Long-RVOS (val)
57.4Overall J&FVideoSEG-O3-4B
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VideoSEG-O3-4BMethod Category=MLLM-based Methods, Model Scale=4B2026.06 | 57.4 | — | — | — | — | — | — | — | — | — | — | — | |
| VideoSEG-O3-2BMethod Category=MLLM-based Methods, Model Scale=2B2026.06 | 54.8 | — | — | — | — | — | — | — | — | — | — | — | |
| ReferMoSAM/SAM2 usage=With, FPS=52.52025.05 | 53.7 | 56.7 | 74 | 49.4 | 50.7 | 74.2 | 43.4 | 53.7 | 74.7 | 47.4 | 74.3 | 46.8 | |
| ReferMoMethod Category=Specialized Methods2026.06 | 51.3 | — | — | — | — | — | — | — | — | — | — | — | |
| ReferDINOSAM/SAM2 usage=Without, FPS=46.42025.05 | 49.6 | 52.5 | 74.2 | 48.2 | 46.7 | 75.2 | 42.9 | 49.3 | 74.8 | 45.4 | 74.7 | 45.6 | |
| ReferDINOMethod Category=Specialized Methods2026.06 | 48.7 | — | — | — | — | — | — | — | — | — | — | — | |
| MUTRSAM/SAM2 usage=Without, FPS=20.42025.05 | 43.2 | 44.1 | 73.5 | 40.3 | 42 | 75.2 | 38.9 | 43.5 | 74.6 | 40.2 | 74.4 | 39.8 | |
| SAMWISESAM/SAM2 usage=With, FPS=7.02025.05 | 41.2 | 42.3 | 61.5 | 31.2 | 40.7 | 63.3 | 31.4 | 40.6 | 65.8 | 31.2 | 63.5 | 31.2 | |
| SOCSAM/SAM2 usage=Without, FPS=53.82025.05 | 38.1 | 38.7 | 73.1 | 34.9 | 37.8 | 74.6 | 34.1 | 37.8 | 74.3 | 34.5 | 74 | 34.5 | |
| GLUS-7BMethod Category=MLLM-based Methods, Model Scale=7B2026.06 | 36.6 | — | — | — | — | — | — | — | — | — | — | — | |
| SAMWISEMethod Category=Specialized Methods2026.06 | 35.6 | — | — | — | — | — | — | — | — | — | — | — | |
| VideoLISA-3.8BMethod Category=MLLM-based Methods, Model Scale=3.8B2026.06 | 33.1 | — | — | — | — | — | — | — | — | — | — | — | |
| GLUSSAM/SAM2 usage=With, FPS=3.62025.05 | 24.8 | 24.4 | 62.8 | 20.8 | 26.1 | 64.7 | 23.1 | 24.1 | 63.5 | 20.6 | 63.7 | 21.5 | |
| RGA3SAM/SAM2 usage=With, FPS=8.72025.05 | 21.5 | 21.1 | 61 | 15.4 | 22.3 | 62.8 | 17.5 | 21.1 | 61.8 | 16.4 | 61.8 | 16.4 | |
| VideoLISASAM/SAM2 usage=With, FPS=6.62025.05 | 14.1 | 17.3 | 66.8 | 12.7 | 12.9 | 72.6 | 6.8 | 12.1 | 72.3 | 6 | 70.5 | 8.6 |