Semantic Segmentation on ISPRS Potsdam
89.87mIoUBiCoR-Seg
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BiCoR-Seg2025.12 | 89.87 | 94.82 | 97.38 | 91.83 | 91.4 | 97.52 | 92.1 | 94.59 | — | — | — | |
| LSRFormerVenue=TGRS 20242025.12 | 87.8 | 94.08 | 97.33 | 88.63 | 89.82 | 97.05 | 91.9 | 93.4 | — | — | — | |
| SFA-NetVenue=RS 20242025.12 | 87.6 | 95 | 97.5 | 88.3 | 89.6 | 97.1 | — | 93.5 | — | — | — | |
| AFENetVenue=TGRS 20252025.12 | 87.5 | 94.57 | 96.86 | 88.17 | 89.78 | 96.83 | 92 | 93.24 | — | — | — | |
| SegViTVenue=NeurIPS 20222025.12 | 86.85 | 92.45 | 97.01 | 89.77 | 89.98 | 95.23 | 91.2 | 92.89 | — | — | — | |
| TreeUNetVenue=ISPRS 20192025.12 | 85.5 | 93.1 | 97.3 | 86.8 | 87.1 | 95.8 | 90.7 | 92 | — | — | — | |
| ARG-Mamba2026.05 | 85.3 | 87.44 | 94.14 | 78.09 | 77.37 | 89.46 | 90.89 | 91.93 | — | — | — | |
| MFNet2026.05 | 85.1 | 87.2 | 93.9 | 76.5 | 77.2 | 89.15 | 90.75 | 91.8 | — | — | — | |
| CMNeXt2026.05 | 84.21 | 86.35 | 92.98 | 76.54 | 76.07 | 89.12 | 90.09 | 91.28 | — | — | — | |
| FEANet2026.05 | 83.82 | 87.32 | 94.52 | 75.62 | 74.86 | 86.79 | 90.26 | 91.02 | — | — | — | |
| FTransUNet2026.05 | 83.69 | 87.4 | 93.23 | 74.74 | 74.61 | 88.43 | 89.79 | 90.93 | — | — | — | |
| CTFNetVenue=GRSL 20232025.12 | 83.2 | 91.48 | 96.3 | 86.04 | 87.23 | 92.48 | 89.38 | 90.7 | — | — | — | |
| GMNet2026.05 | 82.88 | 86.55 | 93.77 | 73.33 | 74.86 | 85.88 | 89.66 | 90.44 | — | — | — | |
| PSTNet2026.05 | 81.47 | 85.09 | 94.05 | 72.26 | 72.17 | 83.75 | 88.86 | 89.55 | — | — | — | |
| DANetVenue=CVPR 20192025.12 | 80.3 | 91 | 95.6 | 86.1 | 87.6 | 84.3 | 89.1 | 88.9 | — | — | — | |
| EQ-VMamba-SBackbone=EQ-VMamba-S, #Param. (M)=25M2026.03 | 62 | — | — | — | — | — | — | — | — | — | — | |
| U-NetVenue=MICCAI 20152025.12 | 60.46 | 86.54 | 88.73 | 72.09 | 79.49 | 46.67 | 85.29 | 75.64 | — | — | — | |
| EQ-VMamba-TBackbone=EQ-VMamba-T, #Param. (M)=18M2026.03 | 59.54 | — | — | — | — | — | — | — | — | — | — | |
| MSVMamba-TBackbone=MSVMamba-T, #Param. (M)=65M2026.03 | 57.86 | — | — | — | — | — | — | — | — | — | — | |
| VMamba-SBackbone=VMamba-S, #Param. (M)=82M2026.03 | 56.06 | — | — | — | — | — | — | — | — | — | — | |
| MSVMamba-MBackbone=MSVMamba-M, #Param. (M)=42M2026.03 | 55.34 | — | — | — | — | — | — | — | — | — | — | |
| Swin-SBackbone=Swin-S, #Param. (M)=69M2026.03 | 54.69 | — | — | — | — | — | — | — | — | — | — | |
| Swin-TBackbone=Swin-T, #Param. (M)=48M2026.03 | 53.78 | — | — | — | — | — | — | — | — | — | — | |
| VMamba-TBackbone=VMamba-T, #Param. (M)=62M2026.03 | 53.24 | — | — | — | — | — | — | — | — | — | — | |
| ConvNeXt-SBackbone=ConvNeXt-S, #Param. (M)=70M2026.03 | 52.05 | — | — | — | — | — | — | — | — | — | — | |
| Vim-SBackbone=Vim-S, #Param. (M)=46M2026.03 | 50.86 | — | — | — | — | — | — | — | — | — | — | |
| DeiT-BBackbone=DeiT-B, #Param. (M)=121M2026.03 | 50.71 | — | — | — | — | — | — | — | — | — | — | |
| ConvNeXt-TBackbone=ConvNeXt-T, #Param. (M)=48M2026.03 | 50.61 | — | — | — | — | — | — | — | — | — | — | |
| XCiT-M24Backbone=XCiT-M24, #Param. (M)=112M2026.03 | 50.09 | — | — | — | — | — | — | — | — | — | — | |
| XCiT-S24Backbone=XCiT-S24, #Param. (M)=76M2026.03 | 49.01 | — | — | — | — | — | — | — | — | — | — | |
| DeiT-SBackbone=DeiT-S, #Param. (M)=52M2026.03 | 48.63 | — | — | — | — | — | — | — | — | — | — | |
| Vim-TBackbone=Vim-T, #Param. (M)=13M2026.03 | 44.01 | — | — | — | — | — | — | — | — | — | — | |
| APRVenue=AAAI’252026.04 | — | — | — | — | — | — | — | — | 79.1 | 82 | 75 | |
| CoGaMiDVenue=NeurIPS’252026.04 | — | — | — | — | — | — | — | — | 80 | 82.9 | 76.1 | |
| CoMBOVenue=CVPR’252026.04 | — | — | — | — | — | — | — | — | 79.5 | 82.4 | 75.2 | |
| DKDVenue=NeurIPS’222026.04 | — | — | — | — | — | — | — | — | 77 | 80.1 | 72.1 | |
| Fine-tuneVenue=–2026.04 | — | — | — | — | — | — | — | — | 69.8 | 74.3 | 62.9 | |
| GSMF-RS-DILVenue=TGRS’242026.04 | — | — | — | — | — | — | — | — | 80.4 | 83.3 | 77 | |
| HIGCISSVenue=TGRS’222026.04 | — | — | — | — | — | — | — | — | 74 | 76.2 | 71.5 | |
| Joint (oracle)Venue=–2026.04 | — | — | — | — | — | — | — | — | 82 | 84.8 | 78.5 | |
| LAGVenue=TPAMI’242026.04 | — | — | — | — | — | — | — | — | 78.6 | 81.3 | 74.4 | |
| MiBVenue=CVPR’202026.04 | — | — | — | — | — | — | — | — | 75.9 | 79.2 | 70 | |
| MiRVenue=SCIS’252026.04 | — | — | — | — | — | — | — | — | 80.9 | 83.7 | 77.2 | |
| MiSSNetVenue=TGRS’242026.04 | — | — | — | — | — | — | — | — | 79.6 | 82.4 | 75.9 | |
| ProtoFlowVenue=–2026.04 | — | — | — | — | — | — | — | — | 82.5 | 85.4 | 79.1 | |
| STCL-DRNetVenue=IGARSS’242026.04 | — | — | — | — | — | — | — | — | 80.2 | 83 | 76.5 |