Semantic Segmentation on DeepGlobe (val)
64.38mIoUSSL4EO-S12
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SSL4EO-S12Weights=SSL4EO-S12, Backbone=ResNet-50, Architecture=U-Net, Evaluation Protocol=Fine-tuning, Variant=MoCo-RGB2026.01 | 64.38 | 137 | 34 | 40 | 51 | 90 | 124 | |
| Subimage Overlap PredictionWeights=Subimage Overlap (ours), Backbone=ResNet-50, Architecture=U-Net, Evaluation Protocol=Fine-tuning2026.01 | 64.25 | 100 | 20 | 23 | 29 | 72 | 83 | |
| SeCoWeights=SeCo, Backbone=ResNet-50, Architecture=U-Net, Evaluation Protocol=Fine-tuning, Variant=SeCo-1M2026.01 | 63.91 | 93 | 21 | 34 | 36 | 72 | — | |
| GASSLWeights=GASSL, Backbone=ResNet-50, Architecture=U-Net, Evaluation Protocol=Fine-tuning, Variant=MoCo-v2+Geo+TP2026.01 | 63.22 | 97 | 19 | 28 | 39 | 97 | — | |
| SatlasPretrain (SI)Weights=SatlasPretrain (SI), Backbone=ResNet-50, Architecture=U-Net, Evaluation Protocol=Fine-tuning, Variant=RGB Single Image2026.01 | 63.08 | 132 | 35 | 39 | 56 | 130 | — | |
| ImageNet PretrainedWeights=ImageNet, Backbone=ResNet-50, Architecture=U-Net, Evaluation Protocol=Fine-tuning2026.01 | 62.97 | 134 | 28 | 40 | 47 | — | — | |
| Random initializationWeights=Rand init, Backbone=ResNet-50, Architecture=U-Net, Evaluation Protocol=Fine-tuning2026.01 | 59.75 | 150 | — | — | — | — | — |