Semantic Segmentation on Pascal VOC 1/29 labeled (366 images)
90.9mIoUHVLFormer
Evaluation results
| Method | Links | |
|---|---|---|
| HVLFormerBackbones=SigLIP2, #Params=109.02025.06 | 90.9 | |
| HVLFormerBackbones=ViT-B, #Params=107.02025.06 | 89.4 | |
| UniMatch V2Backbones=DINOv2-B, #Params=98.02025.06 | 88.9 | |
| POSBackbones=DINOv2-S, #Params=24.82025.06 | 87.2 | |
| HVLFormerBackbones=EVA02-S, #Params=40.02025.06 | 87.1 | |
| SemiVLBackbones=ViT-B, #Params=88.02025.06 | 86 | |
| UniMatch V2Backbones=DINOv2-S, #Params=24.82025.06 | 85.9 | |
| TQDM (baseline)Backbones=SigLIP2, #Params=107.02025.06 | 82.5 | |
| UniMatch V1Backbones=ViT-B, #Params=88.02025.06 | 82 | |
| ZegCLIP+Unimatch V1Backbones=ViT-B, #Params=88.02025.06 | 80.9 | |
| Pseudo-SDBackbones=ViT-B, #Params=88.02025.06 | 80.7 | |
| 3-CPSBackbones=R101, #Params=59.52025.06 | 80.1 | |
| UniMatch V1Backbones=R101, #Params=59.52025.06 | 78.9 | |
| ZegCLIPBackbones=ViT-B, #Params=88.02025.06 | 78.7 | |
| ESLBackbones=R101, #Params=59.52025.06 | 78.1 | |
| LogicDiagBackbones=R101, #Params=59.52025.06 | 77.9 | |
| TQDM (baseline)Backbones=ViT-B, #Params=105.02025.06 | 77.9 | |
| PCRBackbones=R101, #Params=59.52025.06 | 77.2 | |
| ST++Backbones=R101, #Params=59.52025.06 | 74.6 | |
| U2PLBackbones=R101, #Params=59.52025.06 | 73.7 | |
| CPSBackbones=R101, #Params=59.52025.06 | 71.7 | |
| PseudoSegBackbones=R101, #Params=59.52025.06 | 69.1 |