Semantic Segmentation on Five-Billion-Pixels (test)
0.9179OAMeCSAFNet-base
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MeCSAFNet-baseInput Channels=6c, Year=20262026.02 | 0.9179 | 0.7279 | 82.54 | |
| MeCSAFNet-baseInput Channels=4c, Year=20262026.02 | 0.9072 | 0.7123 | 81.45 | |
| CSNetYear=20252026.02 | 0.905 | 0.703 | — | |
| ConvNeXt+TransformerYear=20252026.02 | 0.881 | — | — | |
| U-Net + SK-ResNeXt50Year=20252026.02 | 0.8056 | 0.5439 | — | |
| DPA + U-NetYear=20232026.02 | 0.8035 | 0.4451 | 57.34 | |
| DPA + DeepLabv3+Year=20232026.02 | 0.7987 | 0.4212 | 54.84 | |
| Mix TransformerYear=20242026.02 | 0.783 | 0.5278 | 60.96 | |
| Class-Aware ResUNetYear=20232026.02 | 0.7597 | 0.4068 | — | |
| AdventYear=20192026.02 | 0.7481 | 0.3898 | — | |
| GFCNetYear=20232026.02 | 0.6544 | 0.2184 | — | |
| FALSEYear=20222026.02 | 0.6488 | 0.2141 | — | |
| SimCLRYear=20202026.02 | 0.6431 | 0.2134 | — | |
| GeoAgent + DeepLabv3+Year=20232026.02 | — | 0.6225 | 63.21 |