Semantic Segmentation on Pascal VOC 1/115 labeled split (92 images)
89.4mIoUHVLFormer
Evaluation results
| Method | Links | |
|---|---|---|
| HVLFormerBackbones=SigLIP2, #Params=109.02025.06 | 89.4 | |
| HVLFormerBackbones=ViT-B, #Params=107.02025.06 | 87.3 | |
| UniMatch V2Backbones=DINOv2-B, #Params=98.02025.06 | 86.3 | |
| HVLFormerBackbones=EVA02-S, #Params=40.02025.06 | 84.8 | |
| SemiVLBackbones=ViT-B, #Params=88.02025.06 | 84 | |
| POSBackbones=DINOv2-S, #Params=24.82025.06 | 80.7 | |
| UniMatch V2Backbones=DINOv2-S, #Params=24.82025.06 | 79 | |
| Pseudo-SDBackbones=ViT-B, #Params=88.02025.06 | 78.9 | |
| ZegCLIP+Unimatch V1Backbones=ViT-B, #Params=88.02025.06 | 78 | |
| UniMatch V1Backbones=ViT-B, #Params=88.02025.06 | 77.9 | |
| TQDM (baseline)Backbones=SigLIP2, #Params=107.02025.06 | 76.1 | |
| 3-CPSBackbones=R101, #Params=59.52025.06 | 75.7 | |
| UniMatch V1Backbones=R101, #Params=59.52025.06 | 75.2 | |
| LogicDiagBackbones=R101, #Params=59.52025.06 | 73.3 | |
| ESLBackbones=R101, #Params=59.52025.06 | 71 | |
| TQDM (baseline)Backbones=ViT-B, #Params=105.02025.06 | 70.4 | |
| PCRBackbones=R101, #Params=59.52025.06 | 70.1 | |
| ZegCLIPBackbones=ViT-B, #Params=88.02025.06 | 69.3 | |
| U2PLBackbones=R101, #Params=59.52025.06 | 68 | |
| ST++Backbones=R101, #Params=59.52025.06 | 65.2 | |
| CPSBackbones=R101, #Params=59.52025.06 | 64.1 | |
| PseudoSegBackbones=R101, #Params=59.52025.06 | 57.6 |