Metric: Mean IoU (higher is better)
| # | Model↕ | Mean IoU▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | U-Net Ensemble | 73.34 | No | - | - | - |
| 2 | U-Net (MaxViT-S) | 71.88 | No | - | - | - |
| 3 | D2LS | 70.9 | No | Dynamic Dictionary Learning for Remote Sensing I... | 2025-03-09 | Code |
| 4 | SFA-Net | 70.4 | No | - | - | Code |
| 5 | LSKNet-S | 70 | No | LSKNet: A Foundation Lightweight Backbone for Re... | 2024-03-18 | Code |
| 6 | LSKNet-T | 69.3 | No | LSKNet: A Foundation Lightweight Backbone for Re... | 2024-03-18 | Code |
| 7 | LWGANet L2 | 69.1 | No | LWGANet: A Lightweight Group Attention Backbone ... | 2025-01-17 | Code |
| 8 | UNetFormer | 67.8 | No | UNetFormer: A UNet-like Transformer for Efficien... | 2021-09-18 | Code |
| 9 | DecoupleNet D2 | 65.8 | No | - | - | Code |
| 10 | BANet | 64.6 | No | Transformer Meets Convolution: A Bilateral Aware... | 2021-06-23 | Code |