Metric: Average F1 (higher is better)
| # | Model↕ | Average F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | EfficientUNets and Transformers | 93.7 | Yes | Semantic Labeling of High Resolution Images Usin... | 2022-06-20 | - |
| 2 | D2LS | 91.9 | No | Dynamic Dictionary Learning for Remote Sensing I... | 2025-03-09 | Code |
| 3 | LSKNet-S | 91.8 | No | LSKNet: A Foundation Lightweight Backbone for Re... | 2024-03-18 | Code |
| 4 | LSKNet-T | 91.7 | No | LSKNet: A Foundation Lightweight Backbone for Re... | 2024-03-18 | Code |
| 5 | FT-UNetFormer | 91.3 | No | UNetFormer: A UNet-like Transformer for Efficien... | 2021-09-18 | Code |
| 6 | SFA-Net | 91.2 | No | - | - | Code |
| 7 | DC-Swin | 90.7 | No | A Novel Transformer Based Semantic Segmentation ... | 2021-04-25 | Code |
| 8 | UNetFormer | 90.4 | No | UNetFormer: A UNet-like Transformer for Efficien... | 2021-09-18 | Code |