Metric: IoU (higher is better)
| # | Model↕ | IoU▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | CMNeXt | 63.22 | No | Delivering Arbitrary-Modal Semantic Segmentation | 2023-03-02 | Code |
| 2 | CMMPNe | 62.85 | No | Aerial Images Meet Crowdsourced Trajectories: A ... | 2021-11-30 | - |
| 3 | CMX | 62.28 | No | CMX: Cross-Modal Fusion for RGB-X Semantic Segme... | 2022-03-09 | Code |
| 4 | SA-Gate | 62.14 | No | Bi-directional Cross-Modality Feature Propagatio... | 2020-07-17 | Code |
| 5 | DeepDualMapper | 60.19 | No | DeepDualMapper: A Gated Fusion Network for Autom... | 2020-02-17 | - |
| 6 | Sun et al. | 59.18 | No | Leveraging Crowdsourced GPS Data for Road Extrac... | 2019-05-04 | - |
| 7 | D-LinkNet | 57.96 | No | - | - | Code |
| 8 | LinkNet | 57.89 | No | LinkNet: Exploiting Encoder Representations for ... | 2017-06-14 | Code |
| 9 | UNet | 54.88 | No | U-Net: Convolutional Networks for Biomedical Ima... | 2015-05-18 | Code |
| 10 | Res-UNet | 54.24 | No | Road Extraction by Deep Residual U-Net | 2017-11-29 | Code |
| 11 | DeepLabv3+ | 50.81 | No | Encoder-Decoder with Atrous Separable Convolutio... | 2018-02-07 | Code |