Semantic Segmentation on ISPRS Potsdam
Metric: Mean F1 (higher is better)
Metric: Mean F1 (higher is better)
| # | Model↕ | Mean F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | D2LS | 94.7 | No | Dynamic Dictionary Learning for Remote Sensing I... | 2025-03-09 | Code |
| 2 | AerialFormer-B | 94.1 | No | AerialFormer: Multi-resolution Transformer for A... | 2023-06-12 | Code |
| 3 | EfficientUNets and Transformers | 93.7 | Yes | Semantic Labeling of High Resolution Images Usin... | 2022-06-20 | - |
| 4 | SFA-Net | 93.5 | No | - | - | Code |
| 5 | FT-UNetFormer | 93.3 | Yes | UNetFormer: A UNet-like Transformer for Efficien... | 2021-09-18 | Code |
| 6 | DC-Swin | 93.25 | Yes | A Novel Transformer Based Semantic Segmentation ... | 2021-04-25 | Code |
| 7 | LSKNet-S | 93.1 | No | LSKNet: A Foundation Lightweight Backbone for Re... | 2024-03-18 | Code |
| 8 | UNetFormer | 92.8 | Yes | UNetFormer: A UNet-like Transformer for Efficien... | 2021-09-18 | Code |
| 9 | ViT-G12X4 | 92.12 | No | A Billion-scale Foundation Model for Remote Sens... | 2023-04-11 | - |