Semantic Segmentation on Cityscapes 500 images (val)
71.94mIoUClean
Evaluation results
| Method | Links | |
|---|---|---|
| CleanTarget Model=SegFormer MiT-B22026.03 | 71.94 | |
| CleanTarget Model=DLV3+ R1012026.03 | 69.36 | |
| CleanTarget Model=DLV3 R502026.03 | 68.42 | |
| CleanTarget Model=UN++ Xcept2026.03 | 68.2 | |
| CleanTarget Model=UPerN VGG162026.03 | 66.51 | |
| CleanTarget Model=AVG2026.03 | 66.2 | |
| CleanTarget Model=FPN R502026.03 | 66.08 | |
| CleanTarget Model=DPT V-B/162026.03 | 62.98 | |
| CleanTarget Model=DLV3 EB02026.03 | 62.79 | |
| CleanTarget Model=PSPNet D1612026.03 | 59.5 | |
| SegPGDSurrogate=SegFormer MiT-B2, Venue=ECCV’22, Target Model=AVG2026.03 | 33.3 | |
| SegPGDSurrogate=DLv3 R50, Venue=ECCV’22, Target Model=AVG2026.03 | 31.73 | |
| I-C-SASurrogate=SegFormer MiT-B2, Venue=Ours, Target Model=AVG2026.03 | 19.32 | |
| BSR-SASurrogate=SegFormer MiT-B2, Venue=Ours, Target Model=AVG2026.03 | 14.37 | |
| I-C-SASurrogate=DLv3 R50, Venue=Ours, Target Model=AVG2026.03 | 14.06 | |
| BSR-SASurrogate=DLv3 R50, Venue=Ours, Target Model=AVG2026.03 | 10.14 | |
| I-C-SASurrogate=SegFormer MiT-B2, Venue=Ours, Target Model=SegFormer MiT-B22026.03 | 10.05 | |
| SIA-SASurrogate=SegFormer MiT-B2, Venue=Ours, Target Model=AVG2026.03 | 9.94 | |
| DEM-SASurrogate=DLv3 R50, Venue=Ours, Target Model=DLV3 EB02026.03 | 9.9 | |
| DEM-SASurrogate=SegFormer MiT-B2, Venue=Ours, Target Model=AVG2026.03 | 9.7 | |
| DEM-SASurrogate=SegFormer MiT-B2, Venue=Ours, Target Model=DLV3 R502026.03 | 8.25 | |
| SIA-SASurrogate=DLv3 R50, Venue=Ours, Target Model=AVG2026.03 | 6.61 | |
| DEM-SASurrogate=DLv3 R50, Venue=Ours, Target Model=AVG2026.03 | 6.59 | |
| I-C-SASurrogate=DLv3 R50, Venue=Ours, Target Model=DLV3 R502026.03 | 6.27 | |
| BSR-SASurrogate=DLv3 R50, Venue=Ours, Target Model=DLV3 R502026.03 | 3.9 | |
| BSR-SASurrogate=SegFormer MiT-B2, Venue=Ours, Target Model=SegFormer MiT-B22026.03 | 3.35 | |
| SIA-SASurrogate=DLv3 R50, Venue=Ours, Target Model=DLV3 R502026.03 | 1.81 | |
| DEM-SASurrogate=SegFormer MiT-B2, Venue=Ours, Target Model=SegFormer MiT-B22026.03 | 1.54 | |
| SIA-SASurrogate=SegFormer MiT-B2, Venue=Ours, Target Model=SegFormer MiT-B22026.03 | 1.29 | |
| DEM-SASurrogate=DLv3 R50, Venue=Ours, Target Model=DLV3 R502026.03 | 0.91 | |
| SegPGDSurrogate=DLv3 R50, Venue=ECCV’22, Target Model=DLV3 R502026.03 | 0.84 | |
| SegPGDSurrogate=SegFormer MiT-B2, Venue=ECCV’22, Target Model=SegFormer MiT-B22026.03 | 0.63 |