Pixel-wise classification on Dynamic World (Area of interest A+)
75mIoUUNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UNetModel variant=Standard, Tunable Params (M)=17.3, Input patch size=128x128, Batch size=32, Epochs=502026.04 | 75 | 82 | 84 | |
| TerraMind-base (Full)Fine-tuning Setting=Full, Tunable Params (M)=1022026.04 | 70 | 78 | 80 | |
| TerraMind-base (Frozen)Fine-tuning Setting=Frozen, Tunable Params (M)=15.52026.04 | 70 | 77 | 80 | |
| LIANet-LargeModel variant=Large, Tunable Params (M)=0.52026.04 | 70 | 80 | 80 | |
| Prithvi v2-300 (Full)Fine-tuning Setting=Full, Tunable Params (M)=3242026.04 | 69 | 77 | 79 | |
| LIANet-BaseModel variant=Base, Tunable Params (M)=0.52026.04 | 69 | 80 | 79 | |
| DOFA-Large (Full)Fine-tuning Setting=Full, Tunable Params (M)=3572026.04 | 68 | 75 | 78 | |
| Micro UNetModel variant=Micro, Tunable Params (M)=0.49, Input patch size=128x128, Batch size=32, Epochs=502026.04 | 66 | 76 | 76 | |
| TerraMind-base (Embedding)Fine-tuning Setting=Embedding, Tunable Params (M)=0.392026.04 | 65 | 72 | 72 | |
| Prithvi v2-300 (Frozen)Fine-tuning Setting=Frozen, Tunable Params (M)=20.32026.04 | 65 | 73 | 75 | |
| DOFA-Large (Frozen)Fine-tuning Setting=Frozen, Tunable Params (M)=20.32026.04 | 62 | 71 | 72 | |
| Prithvi v2-300 (Embedding)Fine-tuning Setting=Embedding, Tunable Params (M)=0.462026.04 | 58 | 68 | 67 | |
| DOFA-Large (Embedding)Fine-tuning Setting=Embedding, Tunable Params (M)=0.462026.04 | 46 | 54 | 56 |