Semantic Segmentation on SemSeg (SS)
76.21mIoUBenign
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| BenignArchitecture=DeepLabV3+2025.06 | 76.21 | — | |
| BenignArchitecture=SegFormer2025.06 | 71.89 | — | |
| LTPArchitecture=SegFormer2025.06 | 26.97 | — | |
| FACLArchitecture=SegFormer2025.06 | 26.4 | — | |
| PDCLArchitecture=SegFormer2025.06 | 26.05 | — | |
| GAMAArchitecture=SegFormer2025.06 | 25.95 | — | |
| CDAArchitecture=DeepLabV3+2025.06 | 25.63 | — | |
| BIAArchitecture=SegFormer2025.06 | 25.6 | — | |
| PDCLArchitecture=DeepLabV3+2025.06 | 24.42 | — | |
| BIAArchitecture=DeepLabV3+2025.06 | 23.89 | — | |
| FACLArchitecture=DeepLabV3+2025.06 | 23.75 | — | |
| LTPArchitecture=DeepLabV3+2025.06 | 23.71 | — | |
| GAMAArchitecture=DeepLabV3+2025.06 | 23.67 | — | |
| CDAArchitecture=SegFormer2025.06 | 20.16 | — | |
| CDA w/ OursArchitecture=SegFormer, mode=improvement (Δ%p)2025.06 | 0.1 | — | |
| PDCL w/ OursArchitecture=SegFormer, mode=improvement (Δ%p)2025.06 | -0.17 | — | |
| LTP w/ OursArchitecture=SegFormer, mode=improvement (Δ%p)2025.06 | -0.29 | — | |
| FACL w/ OursArchitecture=DeepLabV3+, mode=improvement (Δ%p)2025.06 | -0.37 | — | |
| GAMA w/ OursArchitecture=DeepLabV3+, mode=improvement (Δ%p)2025.06 | -0.43 | — | |
| CDA w/ OursArchitecture=DeepLabV3+, mode=improvement (Δ%p)2025.06 | -0.47 | — | |
| BIA w/ OursArchitecture=SegFormer, mode=improvement (Δ%p)2025.06 | -0.85 | — | |
| FACL w/ OursArchitecture=SegFormer, mode=improvement (Δ%p)2025.06 | -1.39 | — | |
| LTP w/ OursArchitecture=DeepLabV3+, mode=improvement (Δ%p)2025.06 | -1.44 | — | |
| GAMA w/ OursArchitecture=SegFormer, mode=improvement (Δ%p)2025.06 | -1.58 | — | |
| BIA w/ OursArchitecture=DeepLabV3+, mode=improvement (Δ%p)2025.06 | -1.84 | — | |
| PDCL w/ OursArchitecture=DeepLabV3+, mode=improvement (Δ%p)2025.06 | -1.91 | — | |
| BenignArchitecture=Average2025.06 | — | 74.05 | |
| BIAArchitecture=Average2025.06 | — | 24.75 | |
| BIA w/ OursArchitecture=Average, mode=improvement (Δ%p)2025.06 | — | -1.35 | |
| CDAArchitecture=Average2025.06 | — | 22.9 | |
| CDA w/ OursArchitecture=Average, mode=improvement (Δ%p)2025.06 | — | -0.18 | |
| FACLArchitecture=Average2025.06 | — | 25.08 | |
| FACL w/ OursArchitecture=Average, mode=improvement (Δ%p)2025.06 | — | -0.88 | |
| GAMAArchitecture=Average2025.06 | — | 24.81 | |
| GAMA w/ OursArchitecture=Average, mode=improvement (Δ%p)2025.06 | — | -1.01 | |
| LTPArchitecture=Average2025.06 | — | 25.34 | |
| LTP w/ OursArchitecture=Average, mode=improvement (Δ%p)2025.06 | — | -0.86 | |
| PDCLArchitecture=Average2025.06 | — | 25.24 | |
| PDCL w/ OursArchitecture=Average, mode=improvement (Δ%p)2025.06 | — | -1.04 |