Semantic Segmentation on Pascal VOC (1/7 labeled)
91.8mIoUHVLFormer
Evaluation results
| Method | Links | |
|---|---|---|
| HVLFormerBackbones=SigLIP2, #Params=109.02025.06 | 91.8 | |
| UniMatch V2Backbones=DINOv2-B, #Params=98.02025.06 | 90.8 | |
| HVLFormerBackbones=ViT-B, #Params=107.02025.06 | 90.2 | |
| HVLFormerBackbones=EVA02-S, #Params=40.02025.06 | 89.3 | |
| TQDM (baseline)Backbones=SigLIP2, #Params=107.02025.06 | 88.6 | |
| POSBackbones=DINOv2-S, #Params=24.82025.06 | 88.3 | |
| UniMatch V2Backbones=DINOv2-S, #Params=24.82025.06 | 87.8 | |
| SemiVLBackbones=ViT-B, #Params=88.02025.06 | 87.3 | |
| TQDM (baseline)Backbones=ViT-B, #Params=105.02025.06 | 86.7 | |
| UniMatch V1Backbones=ViT-B, #Params=88.02025.06 | 84 | |
| ZegCLIP+Unimatch V1Backbones=ViT-B, #Params=88.02025.06 | 83.6 | |
| Pseudo-SDBackbones=ViT-B, #Params=88.02025.06 | 82.7 | |
| 3-CPSBackbones=R101, #Params=59.52025.06 | 82 | |
| ZegCLIPBackbones=ViT-B, #Params=88.02025.06 | 82 | |
| ESLBackbones=R101, #Params=59.52025.06 | 81.8 | |
| UniMatch V1Backbones=R101, #Params=59.52025.06 | 81.2 | |
| PCRBackbones=R101, #Params=59.52025.06 | 80.7 | |
| U2PLBackbones=R101, #Params=59.52025.06 | 79.5 | |
| ST++Backbones=R101, #Params=59.52025.06 | 79.1 |