Land-cover classification on EuroSAT
98.8AccuracyDINOv3
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DINOv3Start Modality (M_A)=RGB, New Modality (M_B)=NIR, Evaluation Protocol=Modality Addition (Oracle)2026.06 | 98.8 | — | |
| DINOv3Start Modality (M_A)=NIR, New Modality (M_B)=RGB, Evaluation Protocol=Modality Addition (Oracle)2026.06 | 98.8 | — | |
| DeluluNetStart Modality (M_A)=RGB, New Modality (M_B)=VRE, Evaluation Protocol=Modality Addition2026.06 | 98.7 | — | |
| DeluluNetStart Modality (M_A)=RGB, New Modality (M_B)=NIR, Evaluation Protocol=Modality Addition2026.06 | 98.7 | — | |
| DeluluNetStart (MA)=RGB, New (MB)=VRE2026.06 | 98.7 | — | |
| PanopticonStart (MA)=RGB, New (MB)=VRE2026.06 | 98.7 | — | |
| f0Start Modality (M_A)=RGB, New Modality (M_B)=VRE, Evaluation Protocol=Modality Addition2026.06 | 98.6 | — | |
| f0Start Modality (M_A)=RGB, New Modality (M_B)=NIR, Evaluation Protocol=Modality Addition2026.06 | 98.6 | — | |
| DINOv3Start Modality (M_A)=RGB, New Modality (M_B)=VRE, Evaluation Protocol=Modality Addition (Oracle)2026.06 | 98.6 | — | |
| DINOv3Start Modality (M_A)=VRE, New Modality (M_B)=RGB, Evaluation Protocol=Modality Addition (Oracle)2026.06 | 98.6 | — | |
| f0Start (MA)=RGB, New (MB)=VRE2026.06 | 98.6 | — | |
| DINOv3Start (MA)=RGB, New (MB)=VRE2026.06 | 98.6 | — | |
| OlmoEarthStart (MA)=RGB, New (MB)=VRE2026.06 | 98.3 | — | |
| MKEStart Modality (M_A)=RGB, New Modality (M_B)=NIR, Evaluation Protocol=Modality Addition2026.06 | 97.9 | — | |
| MKEStart Modality (M_A)=RGB, New Modality (M_B)=VRE, Evaluation Protocol=Modality Addition2026.06 | 97.5 | — | |
| MKEStart (MA)=RGB, New (MB)=VRE2026.06 | 97.5 | — | |
| PIMCTime Series representation=2D, Fine-tuning=true2026.01 | 97.44 | 97.36 | |
| DINO MCTime Series representation=2D, Fine-tuning=true2026.01 | 96.1 | 95.41 | |
| SeCoTime Series representation=2D, Fine-tuning=true2026.01 | 93.33 | 92.09 | |
| ImageNetTime Series representation=2D, Fine-tuning=true2026.01 | 92.5 | 92.31 | |
| DeluluNetStart Modality (M_A)=VRE, New Modality (M_B)=NIR, Evaluation Protocol=Modality Addition2026.06 | 91.6 | — | |
| DeluluNetStart Modality (M_A)=VRE, New Modality (M_B)=RGB, Evaluation Protocol=Modality Addition2026.06 | 91.5 | — | |
| f0Start Modality (M_A)=VRE, New Modality (M_B)=RGB, Evaluation Protocol=Modality Addition2026.06 | 90.7 | — | |
| f0Start Modality (M_A)=VRE, New Modality (M_B)=NIR, Evaluation Protocol=Modality Addition2026.06 | 90.7 | — | |
| MKEStart Modality (M_A)=VRE, New Modality (M_B)=RGB, Evaluation Protocol=Modality Addition2026.06 | 90.2 | — | |
| MKEStart Modality (M_A)=VRE, New Modality (M_B)=NIR, Evaluation Protocol=Modality Addition2026.06 | 89.4 | — | |
| DINOv3Start Modality (M_A)=VRE, New Modality (M_B)=NIR, Evaluation Protocol=Modality Addition (Oracle)2026.06 | 88.7 | — | |
| DINOv3Start Modality (M_A)=NIR, New Modality (M_B)=VRE, Evaluation Protocol=Modality Addition (Oracle)2026.06 | 88.7 | — | |
| PIMCTime Series representation=2D, Fine-tuning=false2026.01 | 82.44 | 82.21 | |
| DeluluNetStart Modality (M_A)=NIR, New Modality (M_B)=RGB, Evaluation Protocol=Modality Addition2026.06 | 82.3 | — | |
| ViT 32Time Series representation=2D, Fine-tuning=false2026.01 | 82.24 | 81.72 | |
| SeCoTime Series representation=2D, Fine-tuning=false2026.01 | 82.24 | 81.72 | |
| ViT 32Time Series representation=2D, Fine-tuning=true2026.01 | 82.24 | 81.72 | |
| DeluluNetStart Modality (M_A)=NIR, New Modality (M_B)=VRE, Evaluation Protocol=Modality Addition2026.06 | 81.9 | — | |
| DINO MCTime Series representation=2D, Fine-tuning=false2026.01 | 81.29 | 81.19 | |
| f0Start Modality (M_A)=NIR, New Modality (M_B)=RGB, Evaluation Protocol=Modality Addition2026.06 | 80.9 | — | |
| f0Start Modality (M_A)=NIR, New Modality (M_B)=VRE, Evaluation Protocol=Modality Addition2026.06 | 80.9 | — | |
| ImageNetTime Series representation=2D, Fine-tuning=false2026.01 | 78.38 | 77.93 | |
| MKEStart Modality (M_A)=NIR, New Modality (M_B)=RGB, Evaluation Protocol=Modality Addition2026.06 | 77.4 | — | |
| MKEStart Modality (M_A)=NIR, New Modality (M_B)=VRE, Evaluation Protocol=Modality Addition2026.06 | 77 | — |