Semantic Segmentation on Geo-Bench
82.98mIoU (nz-cattle, macro)SatDiFuser
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SatDiFuserSegmentation Head=UPerNet, Evaluation Protocol=Frozen backbone2026.02 | 82.98 | — | — | — | — | — | — | — | 95.3 | 71.6 | 32.6 | 66.5 | |
| DEOBackbone=Swin, Segmentation Head=UPerNet, Evaluation Protocol=Frozen backbone2026.02 | 80.21 | — | — | — | — | — | — | — | 94.41 | 72.47 | 37.96 | 68.56 | |
| DINOv2-BBackbone=ViT-B, Segmentation Head=UPerNet, Evaluation Protocol=Frozen backbone2026.02 | 76.75 | — | — | — | — | — | — | — | 94.3 | 65.86 | 29.39 | 54.51 | |
| CROMASegmentation Head=UPerNet, Evaluation Protocol=Frozen backbone2026.02 | 74.37 | — | — | — | — | — | — | — | 88 | 54.43 | 34.27 | 59.91 | |
| DINOv3-BBackbone=ViT-B, Segmentation Head=UPerNet, Evaluation Protocol=Frozen backbone2026.02 | 73.01 | — | — | — | — | — | — | — | 94.34 | 64.04 | 30.82 | 57.87 | |
| DINOv3-LSBackbone=ViT-L, Pre-trained=satellite imagery, Segmentation Head=UPerNet, Evaluation Protocol=Frozen backbone2026.02 | 72.86 | — | — | — | — | — | — | — | 94.04 | 60.03 | 33.05 | 63.32 | |
| Cop.-FMSegmentation Head=UPerNet, Evaluation Protocol=Frozen backbone2026.02 | 68.88 | — | — | — | — | — | — | — | 93.56 | 55.81 | 34.67 | 55.71 | |
| TerraFMSegmentation Head=UPerNet, Evaluation Protocol=Frozen backbone2026.02 | 65.81 | — | — | — | — | — | — | — | 91.59 | 54.47 | 30.95 | 59.49 | |
| GFMSegmentation Head=UPerNet, Evaluation Protocol=Frozen backbone2026.02 | 62.12 | — | — | — | — | — | — | — | 93.56 | 70.49 | 29.79 | 62.59 | |
| Scale-MAESegmentation Head=UPerNet, Evaluation Protocol=Frozen backbone2026.02 | 51.66 | — | — | — | — | — | — | — | 91.45 | 33.33 | 23.13 | 59.42 | |
| AnySatEvaluation Protocol=Partial fine-tuning, Backbone Status=Frozen, Decoder Head=UPerNet, Training Epochs=202025.12 | — | 90.2 | 76.9 | 51.8 | 52.3 | 29.5 | 55.3 | 59.33 | — | — | — | — | |
| AOMEvaluation Protocol=Partial fine-tuning, Backbone Status=Frozen, Decoder Head=UPerNet, Training Epochs=202025.12 | — | 91.5 | 80.2 | 53.7 | 68.3 | 31 | 59.2 | 63.98 | — | — | — | — | |
| CROMAEvaluation Protocol=Partial fine-tuning, Backbone Status=Frozen, Decoder Head=UPerNet, Training Epochs=202025.12 | — | — | — | — | 55.6 | 31.4 | — | — | — | — | — | — | |
| DOFAEvaluation Protocol=Partial fine-tuning, Backbone Status=Frozen, Decoder Head=UPerNet, Training Epochs=202025.12 | — | 89.1 | 77.8 | 53.2 | 53.8 | 29 | 53.8 | 59.45 | — | — | — | — | |
| GFMEvaluation Protocol=Partial fine-tuning, Backbone Status=Frozen, Decoder Head=UPerNet, Training Epochs=202025.12 | — | 84.8 | 71.8 | 51.1 | — | — | 54.1 | — | — | — | — | — | |
| MAE (single)Evaluation Protocol=Partial fine-tuning, Backbone Status=Frozen, Decoder Head=UPerNet, Training Epochs=202025.12 | — | 85.4 | 70.1 | 53 | 45.7 | 27.5 | 42.1 | 53.96 | — | — | — | — | |
| Random init.Evaluation Protocol=Partial fine-tuning, Backbone Status=Frozen, Decoder Head=UPerNet, Training Epochs=202025.12 | — | 76.6 | 67.5 | 46.9 | 37.1 | 26.7 | 38.9 | 48.95 | — | — | — | — | |
| Scale-MAEEvaluation Protocol=Partial fine-tuning, Backbone Status=Frozen, Decoder Head=UPerNet, Training Epochs=202025.12 | — | 78.4 | 72.7 | 51 | — | — | 48.9 | — | — | — | — | — | |
| SenPaMAEEvaluation Protocol=Partial fine-tuning, Backbone Status=Frozen, Decoder Head=UPerNet, Training Epochs=202025.12 | — | 81.3 | 75.3 | 50.5 | 48.7 | 28.1 | 51.7 | 55.93 | — | — | — | — |