Semantic Segmentation on Cityscapes original (1/2 (1488 labeled images))
85.1mIoUUniMatch V2 (published)
Evaluation Results
| Method | Links | |
|---|---|---|
| UniMatch V2 (published)Encoder=DINOv2-B2026.07 | 85.1 | |
| UniMatch V2 (published)Encoder=DINOv2-S2026.07 | 82.6 | |
| AllSparkBackbone=SegFormer-B5, Evaluation Protocol=OHEM, Sliding window2024.03 | 81.39 | |
| BeyondPixelsEncoder=RN-1012026.07 | 81.3 | |
| LogicDiagEvaluation Protocol=OHEM, Sliding window2024.03 | 81.25 | |
| DGCLEvaluation Protocol=OHEM, Sliding window2024.03 | 80.71 | |
| SemiVLEncoder=CLIP-B2026.07 | 80.6 | |
| CFCGEvaluation Protocol=OHEM, Sliding window2024.03 | 80.59 | |
| ESLEvaluation Protocol=OHEM, Sliding window2024.03 | 80.46 | |
| AugSegEvaluation Protocol=OHEM, Sliding window2024.03 | 80.43 | |
| AugSegEncoder=RN-1012026.07 | 80.4 | |
| CorrMatchEncoder=RN-1012026.07 | 80.4 | |
| SemiCVTEvaluation Protocol=OHEM, Sliding window2024.03 | 79.55 | |
| UniMatchEvaluation Protocol=OHEM, Sliding window2024.03 | 79.5 | |
| UniMatchEncoder=RN-1012026.07 | 79.5 | |
| U2PLEvaluation Protocol=OHEM, Sliding window2024.03 | 79.12 | |
| AELEvaluation Protocol=OHEM, Sliding window2024.03 | 79.01 | |
| SupBaseline-ViTBackbone=SegFormer-B5, Evaluation Protocol=OHEM, Sliding window2024.03 | 78.14 | |
| SupBaseline-CNNBackbone=ResNet-101, Decoder=DeepLabV3+, Evaluation Protocol=OHEM, Sliding window2024.03 | 78 | |
| ST++Evaluation Protocol=OHEM, Sliding window2024.03 | 77.78 | |
| CPSEvaluation Protocol=OHEM, Sliding window2024.03 | 76.81 |