Semantic Segmentation on OpenEarthMap
71.82mIoUHQF-Net
Evaluation results
| Method | Links | |
|---|---|---|
| HQF-NetBackbone=DINOv3-ViT-L162026.04 | 71.82 | |
| PyramidMambaBackbone=Swin-B2026.04 | 70.8 | |
| UNetFormerBackbone=Swin-B2026.04 | 68 | |
| DC-SwinBackbone=Swin-S2026.04 | 67.2 | |
| SegFormerBackbone=MiT2026.04 | 66 | |
| ConvNeXtBackbone=ConvNeXt-B2026.04 | 64.9 | |
| RS3 MambaBackbone=–2026.04 | 64.5 | |
| OracleTraining Regime=Oracle (fully supervised SegFormer-b0)2025.12 | 64.4 | |
| MANetBackbone=ResNet1012026.04 | 64 | |
| PyramidMambaBackbone=ResNet182026.04 | 61.7 | |
| BoTNetBackbone=ResNet502026.04 | 61.5 | |
| UNetBackbone=—2026.04 | 60.4 | |
| DANetBackbone=ResNet1012026.04 | 60.1 | |
| ClipSegBackbone=CLIP2026.04 | 58.6 | |
| SegEarth-OV3Training Regime=Training-free2025.12 | 42.9 | |
| ConInfer2026.03 | 41.95 | |
| SkySense-OTraining Regime=Training on remote sensing segmentation data2025.12 | 40.8 | |
| SegEarth-OVVenue=Ours2024.10 | 40.3 | |
| SegEarth-OVTraining Regime=Training-free2025.12 | 40.3 | |
| ProxyCLIPTraining Regime=Training-free2025.12 | 38.9 | |
| SegEarth-OV2026.03 | 37.81 | |
| GEMVenue=CVPR 242024.10 | 33.9 | |
| GEMTraining Regime=Training-free2025.12 | 33.9 | |
| CorrCLIPTraining Regime=Training-free2025.12 | 32.9 | |
| MaskCLIP*type=baseline2026.03 | 32.46 | |
| ClearCLIPVenue=ECCV'242024.10 | 31 | |
| ClearCLIPTraining Regime=Training-free2025.12 | 31 | |
| GEM2026.03 | 29.96 | |
| ClearCLIP2026.03 | 29.94 | |
| SCLIPVenue=arXiv'232024.10 | 29.3 | |
| SCLIPTraining Regime=Training-free2025.12 | 29.3 | |
| MaskCLIPVenue=ECCV'222024.10 | 25.1 | |
| MaskCLIPTraining Regime=Training-free2025.12 | 25.1 | |
| SCLIP2026.03 | 23.85 | |
| MaskCLIP2026.03 | 22.3 | |
| CLIPVenue=ICML 212024.10 | 12 | |
| CLIPTraining Regime=Training-free2025.12 | 12 | |
| CLIP2026.03 | 9.16 |