Image Classification on EuroSAT (HM, Accuracy)
99AccuracyMixMatch
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MixMatchStart (MA)=RGB, New (MB)=VRE2026.06 | 99 | — | |
| MixMatchStart Modality (MA)=RGB, New Modality (MB)=VRE2026.06 | 99 | — | |
| MixMatchStart Modality (MA)=RGB, New Modality (MB)=NIR2026.06 | 99 | — | |
| f0Start (MA)=RGB, New (MB)=VRE2026.06 | 98.6 | — | |
| f0Start Modality (MA)=RGB, New Modality (MB)=VRE2026.06 | 98.6 | — | |
| f0Start Modality (MA)=RGB, New Modality (MB)=NIR2026.06 | 98.6 | — | |
| DeluluNetStart (MA)=RGB, New (MB)=VRE2026.06 | 98.5 | — | |
| DeluluNetStart Modality (MA)=RGB, New Modality (MB)=VRE2026.06 | 98.5 | — | |
| DeluluNetStart Modality (MA)=RGB, New Modality (MB)=NIR2026.06 | 98.5 | — | |
| PanopticonStart (MA)=RGB, New (MB)=VRE2026.06 | 98.4 | — | |
| OlmoEarthStart (MA)=RGB, New (MB)=VRE2026.06 | 97.7 | — | |
| TaDABackbone=ViT-L/16, Number of samples=5002026.06 | 94.6 | — | |
| Mag. PruningBackbone=ViT-L/16, Number of samples=5002026.06 | 94.4 | — | |
| DARE-TIESBackbone=ViT-L/16, Number of samples=5002026.06 | 94.3 | — | |
| Task Arith.Backbone=ViT-L/16, Number of samples=5002026.06 | 94.2 | — | |
| Domain onlyBackbone=ViT-L/16, Number of samples=5002026.06 | 94.1 | — | |
| Base modelBackbone=ViT-L/16, Number of samples=5002026.06 | 94 | — | |
| LinearBackbone=ViT-L/16, Number of samples=5002026.06 | 94 | — | |
| TIESBackbone=ViT-L/16, Number of samples=5002026.06 | 94 | — | |
| SVD MergeBackbone=ViT-L/16, Number of samples=5002026.06 | 93.9 | — | |
| Task onlyBackbone=ViT-L/16, Number of samples=5002026.06 | 93.8 | — | |
| DARE-LinBackbone=ViT-L/16, Number of samples=5002026.06 | 93.8 | — | |
| DeluluNetStart Modality (MA)=VRE, New Modality (MB)=RGB2026.06 | 91.6 | — | |
| DeluluNetStart Modality (MA)=VRE, New Modality (MB)=NIR2026.06 | 91.6 | — | |
| f0Start Modality (MA)=VRE, New Modality (MB)=RGB2026.06 | 90.7 | — | |
| f0Start Modality (MA)=VRE, New Modality (MB)=NIR2026.06 | 90.7 | — | |
| MixMatchStart Modality (MA)=VRE, New Modality (MB)=RGB2026.06 | 87.9 | — | |
| MixMatchStart Modality (MA)=VRE, New Modality (MB)=NIR2026.06 | 87.9 | — | |
| DeluluNetStart Modality (MA)=NIR, New Modality (MB)=RGB2026.06 | 82.8 | — | |
| DeluluNetStart Modality (MA)=NIR, New Modality (MB)=VRE2026.06 | 82.3 | — | |
| f0Start Modality (MA)=NIR, New Modality (MB)=RGB2026.06 | 80.9 | — | |
| f0Start Modality (MA)=NIR, New Modality (MB)=VRE2026.06 | 80.9 | — | |
| PromptSRC + Bi-CoGBackbone=ViT-B/162025.10 | 71.01 | 86.28 | |
| MaPLe + Bi-CoGBackbone=ViT-B/162025.10 | 70.52 | 81.33 | |
| PromptSRCBackbone=ViT-B/162025.10 | 70.03 | 81.87 | |
| CoOp + Bi-CoGBackbone=ViT-B/162025.10 | 67.98 | 85.84 | |
| MixMatchStart Modality (MA)=NIR, New Modality (MB)=RGB2026.06 | 66.7 | — | |
| MixMatchStart Modality (MA)=NIR, New Modality (MB)=VRE2026.06 | 66.7 | — | |
| MaPLeBackbone=ViT-B/162025.10 | 60.9 | 78.35 | |
| CoOpBackbone=ViT-B/162025.10 | 59.5 | 72.04 | |
| CLIPBackbone=ViT-B/162025.10 | 48.3 | 60.21 |