Semantic Segmentation on Pascal VOC (1/14 labeled split)
91.5mIoUHVLFormer
Evaluation results
| Method | Links | |
|---|---|---|
| HVLFormerBackbones=SigLIP2, #Params=109.02025.06 | 91.5 | |
| HVLFormerBackbones=ViT-B, #Params=107.02025.06 | 90 | |
| UniMatch V2Backbones=DINOv2-B, #Params=98.02025.06 | 90 | |
| HVLFormerBackbones=EVA02-S, #Params=40.02025.06 | 88.5 | |
| POSBackbones=DINOv2-S, #Params=24.82025.06 | 87.5 | |
| SemiVLBackbones=ViT-B, #Params=88.02025.06 | 86.7 | |
| UniMatch V2Backbones=DINOv2-S, #Params=24.82025.06 | 86.7 | |
| TQDM (baseline)Backbones=SigLIP2, #Params=107.02025.06 | 86.1 | |
| UniMatch V1Backbones=ViT-B, #Params=88.02025.06 | 83.3 | |
| ZegCLIP+Unimatch V1Backbones=ViT-B, #Params=88.02025.06 | 82.8 | |
| TQDM (baseline)Backbones=ViT-B, #Params=105.02025.06 | 82.3 | |
| Pseudo-SDBackbones=ViT-B, #Params=88.02025.06 | 81.9 | |
| ZegCLIPBackbones=ViT-B, #Params=88.02025.06 | 81 | |
| 3-CPSBackbones=R101, #Params=59.52025.06 | 80.9 | |
| UniMatch V1Backbones=R101, #Params=59.52025.06 | 79.9 | |
| ESLBackbones=R101, #Params=59.52025.06 | 79.5 | |
| LogicDiagBackbones=R101, #Params=59.52025.06 | 79.4 | |
| PCRBackbones=R101, #Params=59.52025.06 | 78.5 | |
| ST++Backbones=R101, #Params=59.52025.06 | 77.3 | |
| U2PLBackbones=R101, #Params=59.52025.06 | 76.2 | |
| CPSBackbones=R101, #Params=59.52025.06 | 75.9 | |
| PseudoSegBackbones=R101, #Params=59.52025.06 | 72.4 |