| AerialFormer: Multi-resolution Transformer for Aerial Image Segmentation | ✓ Link | 93.9 | 94.1 | 89.1 | AerialFormer-B | 2023-06-12 |
| A Billion-scale Foundation Model for Remote Sensing Images | | 92.58 | 92.12 | | ViT-G12X4 | 2023-04-11 |
| UNetFormer: A UNet-like Transformer for Efficient Semantic Segmentation of Remote Sensing Urban Scene Imagery | ✓ Link | 92.0 | 93.3 | 87.5 | FT-UNetFormer | 2021-09-18 |
| A Novel Transformer Based Semantic Segmentation Scheme for Fine-Resolution Remote Sensing Images | ✓ Link | 92.0 | 93.25 | 87.56 | DC-Swin | 2021-04-25 |
| LSKNet: A Foundation Lightweight Backbone for Remote Sensing | ✓ Link | 92.0 | 93.1 | 87.2 | LSKNet-S | 2024-03-18 |
| Semantic Labeling of High Resolution Images Using EfficientUNets and Transformers | | 91.8 | 93.7 | | EfficientUNets and Transformers | 2022-06-20 |
| An Empirical Study of Remote Sensing Pretraining | ✓ Link | 91.6 | | | IMP-ViTAEv2-S-UperNet | 2022-04-06 |
| Multiattention network for semantic segmentation of fine-resolution remote sensing images | ✓ Link | 91.318 | | | MANet | 2021-05-15 |
| UNetFormer: A UNet-like Transformer for Efficient Semantic Segmentation of Remote Sensing Urban Scene Imagery | ✓ Link | 91.3 | 92.8 | 86.8 | UNetFormer | 2021-09-18 |
| ABCNet: Attentive Bilateral Contextual Network for Efficient Semantic Segmentation of Fine-Resolution Remote Sensing Images | ✓ Link | 91.3 | | | ABCNet | 2021-02-04 |
| Advancing Plain Vision Transformer Towards Remote Sensing Foundation Model | ✓ Link | 91.22 | | | ViTAE-B + RVSA -UperNet | 2022-08-08 |
| An Empirical Study of Remote Sensing Pretraining | ✓ Link | 91.21 | | | RSP-ViTAEv2-S-UperNet | 2022-04-06 |
| Transformer Meets Convolution: A Bilateral Awareness Network for Semantic Segmentation of Very Fine Resolution Urban Scene Images | ✓ Link | 91.06 | | | BANet | 2021-06-23 |
| An Empirical Study of Remote Sensing Pretraining | ✓ Link | 90.78 | | | RSP-Swin-T-UperNet | 2022-04-06 |
| Advancing Plain Vision Transformer Towards Remote Sensing Foundation Model | ✓ Link | 90.77 | | | ViT-B + RVSA-UperNet | 2022-08-08 |
| An Empirical Study of Remote Sensing Pretraining | ✓ Link | 90.61 | | | RSP-ResNet-50-UperNet | 2022-04-06 |
| Stochastic Subsampling With Average Pooling | | 88.56 | | 74.3 | PSPNet (SAP) | 2024-09-25 |
| Dynamic Dictionary Learning for Remote Sensing Image Segmentation | ✓ Link | | 94.7 | | D2LS | 2025-03-09 |
| SFA-Net: Semantic Feature Adjustment Network for Remote Sensing Image Segmentation | ✓ Link | | 93.5 | | SFA-Net | 2024-09-03 |
| U-Net Ensemble for Enhanced Semantic Segmentation in Remote Sensing Imagery | | | | 89.45 | U-Net (ConvFormer-M36) | 2024-06-08 |