Video Object Segmentation on LVOS v2 (val)
92.6J&FDeAOT
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DeAOTFPS=13.55, VRAM (GB)=8.812025.12 | 92.6 | — | — | — | — | 91.3 | 93.9 | |
| CutieFPS=18.7, VRAM (GB)=8.342025.12 | 92.2 | — | — | — | — | 88.6 | 95.7 | |
| Fast SAM2FPS=19.6, VRAM (GB)=1.12, Refinements=22025.12 | 90.5 | — | — | — | — | 82.9 | 98.1 | |
| AOTFPS=15.8, VRAM (GB)=8.782025.12 | 90.2 | — | — | — | — | 82.2 | 98.3 | |
| SAM 32025.11 | 88.5 | — | — | — | — | — | — | |
| SeC2025.07 | 86.5 | — | — | — | — | — | — | |
| SeC2025.11 | 86.5 | — | — | — | — | — | — | |
| SAM2.1Longbase_model=SAM 2.1+2024.10 | 85.9 | 81.7 | 88.6 | 83 | 90.5 | — | — | |
| SAM2.1LongMode=Long-term2025.07 | 85.9 | — | — | — | — | — | — | |
| SAM2Long2025.11 | 85.9 | — | — | — | — | — | — | |
| SAM2LongSize=Large, Base Version=2.02024.10 | 85.4 | — | — | — | — | 81.8 | 88.7 | |
| SAM2LongSize=Large, Base Version=2.12024.10 | 85.3 | — | — | — | — | 81.9 | 88.8 | |
| SAM2LongSize=Base+, Base Version=2.12024.10 | 85.2 | — | — | — | — | 81.5 | 88.9 | |
| SAM2LongSize=Small, Base Version=2.12024.10 | 84.3 | — | — | — | — | 80.7 | 88 | |
| SAM2Longbase_model=SAM 22024.10 | 84.2 | 82.3 | 89.2 | 79.1 | 86.2 | — | — | |
| SAMURAI2025.07 | 84.2 | — | — | — | — | — | — | |
| SAMURAI2025.11 | 84.2 | — | — | — | — | — | — | |
| SAM 2.1+version=2.1+2024.10 | 84.1 | 80.7 | 87.4 | 80.6 | 87.7 | — | — | |
| SAM 2.12025.07 | 84.1 | — | — | — | — | — | — | |
| SAM 2.1Size=Large, Base Version=2.12024.10 | 84 | — | — | — | — | 80.7 | 87.4 | |
| XMemFPS=16.7, VRAM (GB)=1.632025.12 | 83.8 | — | — | — | — | 70.1 | 97.4 | |
| SAM2LongSize=Small, Base Version=2.02024.10 | 83.2 | — | — | — | — | 79.5 | 86.8 | |
| SAM 2.1Size=Base+, Base Version=2.12024.10 | 83.1 | — | — | — | — | 79.6 | 86.5 | |
| SAM 2Size=Large, Base Version=2.02024.10 | 83 | — | — | — | — | 79.6 | 86.4 | |
| SAM2LongSize=Tiny, Base Version=2.12024.10 | 82.4 | — | — | — | — | 78.8 | 85.9 | |
| SAM2LongSize=Base+, Base Version=2.02024.10 | 82.3 | — | — | — | — | 78.8 | 85.9 | |
| SAM 2++2025.10 | 82.2 | — | — | — | — | 78.7 | 85.7 | |
| SAM 2.1Size=Small, Base Version=2.12024.10 | 82.1 | — | — | — | — | 78.6 | 85.6 | |
| SAM 2.1Size=Tiny, Base Version=2.12024.10 | 81.6 | — | — | — | — | 77.9 | 85.2 | |
| SAM2LongSize=Tiny, Base Version=2.02024.10 | 81.4 | — | — | — | — | 77.7 | 85 | |
| SAM 2Backbone=Hiera-L, extra_training_data=SA-1B, SA-V, and internal dataset2024.08 | 80.6 | 81.7 | 88.2 | 71.4 | 81 | — | — | |
| SAM 2Size=Base+, Base Version=2.02024.10 | 80.2 | — | — | — | — | 76.8 | 83.6 | |
| SAM 2version=2.02024.10 | 79.8 | 80 | 86.6 | 71.6 | 81.1 | — | — | |
| SAM 2Size=Small, Base Version=2.02024.10 | 79.7 | — | — | — | — | 76.2 | 83.3 | |
| SAM2FPS=12.8, VRAM (GB)=2.01, Refinements=42025.12 | 79.7 | — | — | — | — | 62.5 | 96.9 | |
| SAM 2Backbone=Hiera-L2024.08 | 79.6 | 81 | 87.4 | 70.4 | 79.8 | — | — | |
| SAM 2.1 L2025.11 | 79.6 | — | — | — | — | — | — | |
| SAM 2Backbone=Hiera-B+2024.08 | 78.7 | 80.6 | 87.2 | 69 | 77.8 | — | — | |
| SAM 2Backbone=Hiera-S, extra_training_data=SA-1B, SA-V, and internal dataset2024.08 | 78.3 | 79.2 | 85.9 | 69 | 79 | — | — | |
| SAM 2Backbone=Hiera-B+, extra_training_data=SA-1B, SA-V, and internal dataset2024.08 | 78.2 | 80.5 | 87.2 | 68.1 | 76.9 | — | — | |
| SAM 2Size=Tiny, Base Version=2.02024.10 | 77.8 | — | — | — | — | 74.5 | 81.2 | |
| SAM 2Backbone=Hiera-T, extra_training_data=SA-1B, SA-V, and internal dataset2024.08 | 77.3 | 79.9 | 86.9 | 67.1 | 75.4 | — | — | |
| OneVOSFine-tuned on=MOSE2025.10 | 74.7 | — | — | — | — | 71.1 | 78.3 | |
| AOTBackbone=SwinB2025.10 | 73.8 | — | — | — | — | 70.1 | 77.4 | |
| STMFPS=10.4, VRAM (GB)=8.372025.12 | 73.5 | — | — | — | — | 48.9 | 98.1 | |
| DEVA2025.10 | 72.2 | — | — | — | — | 68.6 | 75.9 | |
| DeAOTBackbone=SwinB2025.10 | 72.1 | — | — | — | — | 68.5 | 75.8 | |
| JointFormer2025.10 | 71.7 | — | — | — | — | 68.8 | 74.7 | |
| CutieVariant=base+2025.10 | 71.4 | — | — | — | — | 68.6 | 74.3 | |
| XMem2025.10 | 64.7 | — | — | — | — | 61.8 | 67.5 | |
| XMem2024.10 | 64.5 | 62.6 | 69.1 | 60.6 | 65.6 | — | — | |
| XMem2024.08 | 64.5 | 62.6 | 69.1 | 60.6 | 65.6 | — | — | |
| XMem2025.07 | 64.5 | — | — | — | — | — | — | |
| SwinB-DeAOT-L2024.08 | 63.9 | 61.5 | 69 | 58.4 | 66.6 | — | — | |
| SwinB-DeAOT2025.07 | 63.9 | — | — | — | — | — | — | |
| RDE2024.10 | 62.2 | 56.7 | 64.1 | 60.8 | 67.2 | — | — | |
| RDE2024.08 | 62.2 | 56.7 | 64.1 | 60.8 | 67.2 | — | — | |
| RDE2025.07 | 62.2 | — | — | — | — | — | — | |
| STCN2025.10 | 62 | — | — | — | — | 58.5 | 65.4 | |
| LWL2024.10 | 60.6 | 58 | 64.3 | 57.2 | 62.9 | — | — | |
| STCN2024.10 | 60.6 | 57.2 | 64 | 57.5 | 63.8 | — | — | |
| STCN2024.08 | 60.6 | 57.2 | 64 | 57.5 | 63.8 | — | — | |
| STCN2025.07 | 60.6 | — | — | — | — | — | — |