Semantic Segmentation on HLS Burn Scars
85.4mIoUAOM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AOMProtocol=Partial fine-tuning, Backbone status=frozen, Head=UPerNet, Epochs=202025.12 | 85.4 | — | |
| RAMEN2025.12 | 85.02 | 1 | |
| I-JEPAPre-training Dataset=HLS, CLS=Yes, PosEnc=default, Params=86.4M2026.03 | 83.08 | — | |
| LEPAPre-training Dataset=HLS, CLS=No, PosEnc=CondPos, Params=86.4M2026.03 | 83.03 | — | |
| Terramindv1-L2025.12 | 82.93 | 4 | |
| I-JEPAPre-training Dataset=HLS, CLS=No, PosEnc=default, Params=86.4M2026.03 | 82.82 | — | |
| LEPAPre-training Dataset=HLS, CLS=No, PosEnc=default, Params=86.4M2026.03 | 82.72 | — | |
| LEPAPre-training Dataset=HLS, CLS=Yes, PosEnc=CondPos, Params=86.4M2026.03 | 82.71 | — | |
| CROMA2025.12 | 82.42 | 5 | |
| Terramindv1-B2025.12 | 82.42 | 5 | |
| CROMAProtocol=Partial fine-tuning, Backbone status=frozen, Head=UPerNet, Epochs=202025.12 | 82.4 | — | |
| SeaMoProtocol=Partial fine-tuning, Backbone status=frozen, Head=UPerNet, Epochs=202025.12 | 81.8 | — | |
| I-JEPAPre-training Dataset=HLS, CLS=Yes, PosEnc=CondPos, Params=86.4M2026.03 | 81.73 | — | |
| TerraMind-BParams=87.7M2026.03 | 81.4 | — | |
| SatMAEProtocol=Partial fine-tuning, Backbone status=frozen, Head=UPerNet, Epochs=202025.12 | 81.1 | — | |
| NoMaskPre-training Dataset=HLS, CLS=No, PosEnc=CondPos, Params=86.4M2026.03 | 80.81 | — | |
| DOFA2025.12 | 80.63 | 12 | |
| DOFAProtocol=Partial fine-tuning, Backbone status=frozen, Head=UPerNet, Epochs=202025.12 | 80.6 | — | |
| SpectralGPTProtocol=Partial fine-tuning, Backbone status=frozen, Head=UPerNet, Epochs=202025.12 | 80.5 | — | |
| Prithvi-EO-2.0-100MParams=86.4M2026.03 | 80.28 | — | |
| CROMAParams=201.5M2026.03 | 79.56 | — | |
| I-JEPAPre-training Dataset=IN-1k, CLS=Yes, PosEnc=default, Params=85.8M2026.03 | 77.58 | — | |
| I-JEPAPre-training Dataset=IN-1k, CLS=No, PosEnc=default, Params=85.8M2026.03 | 77.15 | — | |
| DOFAParams=111.3M2026.03 | 76.63 | — | |
| RemoteCLIPParams=87.5M2026.03 | 70.98 | — |