Video Object Segmentation on UW-VOS (val)
87.4J&F ScoreSAM-U
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SAM-UInference speed (FPS)=19.3, GPU memory usage (GiB)=2.66, Memory strategy=video frames offloaded to CPU memory2026.03 | 87.4 | 85.4 | 89.4 | |
| SAM2-B+Inference speed (FPS)=19.3, GPU memory usage (GiB)=2.65, Memory strategy=video frames offloaded to CPU memory2026.03 | 86.8 | 84.7 | 88.8 | |
| Cutie-BInference speed (FPS)=45.4, GPU memory usage (GiB)=1.32026.03 | 81.9 | 79.7 | 84.1 | |
| DEVAInference speed (FPS)=45.6, GPU memory usage (GiB)=2.22026.03 | 80.2 | 77.9 | 82.5 | |
| DeAOT-R50Inference speed (FPS)=45.4, GPU memory usage (GiB)=1.82026.03 | 78 | 75 | 81 | |
| AOT-R50Inference speed (FPS)=30.7, GPU memory usage (GiB)=2.02026.03 | 77.3 | 74.6 | 80.1 | |
| XMemInference speed (FPS)=36.8, GPU memory usage (GiB)=2.32026.03 | 76.1 | 73.8 | 78.4 | |
| JointFormerInference speed (FPS)=2.2, GPU memory usage (GiB)=9.4, Training budget=reduced due to hardware constraints2026.03 | 75.9 | 73.4 | 78.4 | |
| STCNInference speed (FPS)=51.4, GPU memory usage (GiB)=14.82026.03 | 65.9 | 63.6 | 68.3 | |
| RDEInference speed (FPS)=15.3, GPU memory usage (GiB)=2.22026.03 | 65 | 62.6 | 67.4 |