Semantic Segmentation on GID
74.67mIoUSFR-Net
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SFR-NetBackbone=Swin-Large [26], Segmentation Category=Ultra-Wide Area Segmentation2026.05 | 74.67 | 86.94 | 2,314 | |
| Swin TransformerBackbone=Swin-Large [26], Segmentation Category=Generic Semantic Segmentation2026.05 | 72.95 | 85.85 | 2,156 | |
| ConvNeXtBackbone=ConvNeXt [54], Segmentation Category=Generic Semantic Segmentation2026.05 | 72.08 | 85.45 | 2,204 | |
| SegFormerBackbone=MiT-B5 [25], Segmentation Category=Generic Semantic Segmentation2026.05 | 71.76 | 85.14 | 1,000 | |
| SDCI-v1Prompt Setting=Generalized Labels, GFLOPs=2022.72, Structural Branch=DINO-v1 (ViT-B/8)2026.01 | 71.15 | — | — | |
| STDCBackbone=STDC [23], Segmentation Category=Generic Semantic Segmentation2026.05 | 67.11 | 81.68 | 568 | |
| OCRNetBackbone=HRNet48 [52], Segmentation Category=Generic Semantic Segmentation2026.05 | 67 | 82.7 | 1,160 | |
| CLIPerPrompt Setting=Generalized Labels, GFLOPs=4615.632026.01 | 66.85 | — | — | |
| SDCI-v2Prompt Setting=Generalized Labels, GFLOPs=1683.29, Structural Branch=DINO-v2 (ViT-B/14)2026.01 | 66.4 | — | — | |
| FCNBackbone=HRNet48 [52], Segmentation Category=Generic Semantic Segmentation2026.05 | 64.78 | 81.54 | 974 | |
| DeepLabv3+Backbone=ResNet101 [20], Segmentation Category=Generic Semantic Segmentation2026.05 | 64.59 | 80.44 | 1,098 | |
| PointRendBackbone=ResNet101 [20], Segmentation Category=Generic Semantic Segmentation2026.05 | 64.16 | 80.19 | 772 | |
| NACLIPPrompt Setting=Generalized Labels, GFLOPs=242.962026.01 | 63.29 | — | — | |
| PSPNetBackbone=ResNet101 [20], Segmentation Category=Generic Semantic Segmentation2026.05 | 63.03 | 79.55 | 1,130 | |
| ResCLIPPrompt Setting=Generalized Labels, GFLOPs=1029.662026.01 | 60.67 | — | — | |
| SDCI-v2Prompt Setting=Original Labels, GFLOPs=1683.29, Structural Branch=DINO-v2 (ViT-B/14)2026.01 | 59.59 | — | — | |
| SegEarth-OVPrompt Setting=Generalized Labels, GFLOPs=1124.282026.01 | 59.49 | — | — | |
| SDCI-v1Prompt Setting=Original Labels, GFLOPs=2022.72, Structural Branch=DINO-v1 (ViT-B/8)2026.01 | 58.93 | — | — | |
| ClearCLIPPrompt Setting=Generalized Labels, GFLOPs=2953.552026.01 | 58.71 | — | — | |
| SCLIPPrompt Setting=Generalized Labels, GFLOPs=2926.292026.01 | 58.5 | — | — | |
| CASSPrompt Setting=Original Labels, GFLOPs=26943.792026.01 | 57.73 | — | — | |
| CASSPrompt Setting=Generalized Labels, GFLOPs=26943.792026.01 | 57.73 | — | — | |
| NACLIPPrompt Setting=Original Labels, GFLOPs=242.962026.01 | 54.96 | — | — | |
| ResCLIPPrompt Setting=Original Labels, GFLOPs=1029.662026.01 | 54.23 | — | — | |
| ISDNetBackbone=ResNet18 [20], Segmentation Category=Ultra-High Resolution Segmentation2026.05 | 54.14 | 74.26 | 7,830 | |
| ClearCLIPPrompt Setting=Original Labels, GFLOPs=2953.552026.01 | 53.03 | — | — | |
| SCLIPPrompt Setting=Original Labels, GFLOPs=2926.292026.01 | 52.8 | — | — | |
| SegEarth-OVPrompt Setting=Original Labels, GFLOPs=1124.282026.01 | 52.49 | — | — | |
| CLIPerPrompt Setting=Original Labels, GFLOPs=4615.632026.01 | 52.11 | — | — | |
| MaskCLIPPrompt Setting=Generalized Labels, GFLOPs=2944.882026.01 | 52.06 | — | — | |
| CorrCLIPPrompt Setting=Original Labels, GFLOPs=6424.472026.01 | 50 | — | — | |
| CorrCLIPPrompt Setting=Generalized Labels, GFLOPs=6424.472026.01 | 45.73 | — | — | |
| MaskCLIPPrompt Setting=Original Labels, GFLOPs=2944.882026.01 | 45.04 | — | — |