Interactive Semantic Segmentation on PASCAL VOC 2012
87.9Accuracy (Bbox)VQ-GAN Oracle
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| VQ-GAN OracleCategory=Oracle2026.04 | 87.9 | 88.05 | 87.35 | 87.58 | 87.77 | |
| SAM 2Category=Specialist2026.04 | 67.01 | — | — | 45.68 | 15.35 | |
| i-DeLVMIntCategory=Specialist, Training=Interaction-specialist2026.04 | 52.91 | 53.67 | 47.4 | 39.19 | 42.16 | |
| i-DeLVMAllCategory=Specialist, Training=All tasks and interaction signals simultaneously2026.04 | 50.52 | 50.49 | 47.31 | 30.52 | 35.48 | |
| i-DeLVMTaskCategory=Specialist, Training=Task-specialist2026.04 | 35.32 | 33.42 | 36.61 | 24.1 | 26.4 | |
| i-DeLVMUnseenCategory=Generalist, Training=Unseen interactions2026.04 | 21.58 | 18.34 | 17.61 | 17.26 | 24.09 | |
| LVM (3B)Category=Generalist, Parameters=3B2026.04 | 8.73 | 8.32 | 8.54 | 8.65 | 8.63 | |
| DeLVM (1B)Category=Generalist, Parameters=1B2026.04 | 7.94 | 7.81 | 7.72 | 9.31 | 9.45 | |
| DeLVM (300M)Category=Generalist, Parameters=300M2026.04 | 6 | 5.1 | 7.43 | 6.91 | 6.89 | |
| Copy targetCategory=Generalist2026.04 | 5.15 | 5.15 | 5.15 | 5.15 | 5.15 |