Metric: Overall Accuracy (higher is better)
| # | Model↕ | Overall Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | LSKNet-S | 93.6 | No | LSKNet: A Foundation Lightweight Backbone for Re... | 2024-03-18 | Code |
| 2 | LSKNet-T | 93.6 | No | LSKNet: A Foundation Lightweight Backbone for Re... | 2024-03-18 | Code |
| 3 | EfficientUNets and Transformers | 91.8 | Yes | Semantic Labeling of High Resolution Images Usin... | 2022-06-20 | - |
| 4 | FT-UNetFormer | 91.6 | No | UNetFormer: A UNet-like Transformer for Efficien... | 2021-09-18 | Code |
| 5 | DC-Swin | 91.6 | No | A Novel Transformer Based Semantic Segmentation ... | 2021-04-25 | Code |
| 6 | UNetFormer | 91 | No | UNetFormer: A UNet-like Transformer for Efficien... | 2021-09-18 | Code |
| 7 | MANet | 90.963 | No | - | - | Code |
| 8 | ABCNet | 90.7 | No | ABCNet: Attentive Bilateral Contextual Network f... | 2021-02-04 | Code |
| 9 | BANet | 90.5 | No | Transformer Meets Convolution: A Bilateral Aware... | 2021-06-23 | Code |
| 10 | UPerNet (SAP) | 90.14 | No | Stochastic Subsampling With Average Pooling | 2024-09-25 | - |