List your company
ResearchFormerly WizWand

Image Classification on UC Merced

98.5Accuracy (KNN)DREAM
-3.2151223.1916949.598576.00531Jan 29, 2024Jun 4, 2024Oct 9, 2024Feb 14, 2025Jun 21, 2025Oct 26, 2025Mar 3, 2026
Updated 6mo ago

Evaluation results

MethodLinks
DREAMWay=5, Shot=52026.0398.5
DOFAPre-training Data=DOFA [46], Evaluation Protocol=full fine-tuning2026.0398.3
NeighborMAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.0397.6
SatMAE++Pre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.0397.1
SatMAE++ViT=Large, Evaluation Protocol=Linear probing2025.0596.43
DOFAPre-training Data=DOFA [46], Evaluation Protocol=frozen backbone2026.0396.4
NeighborMAEPre-training Data=Satl. [41], Evaluation Protocol=full fine-tuning2026.0396.2
ScaleMAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.0395.9
MAEPre-training Data=Satl. [41], Evaluation Protocol=full fine-tuning2026.0395.9
MAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.0394.5
Temporal SatMAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.0394.2
SatMAEViT=Large, Evaluation Protocol=Linear probing2025.0593.81
SatMAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.0393.1
ScaleMAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.0393.1
CrossScale MAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.0393.1
CLIPWay=5, Shot=52026.0392.6
NeighborMAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.0391.4
Sat2SoundViT=Base, Evaluation Protocol=Linear probing2025.0590.95
SatMAE++Pre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.0390.9
NeighborMAEPre-training Data=Satl. [41], Evaluation Protocol=frozen backbone2026.0388.8
MAEPre-training Data=Satl. [41], Evaluation Protocol=frozen backbone2026.0388.1
MAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.0387.8
SatMAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.0386.9
REPAWay=5, Shot=52026.0382.4
Temporal SatMAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.0379.7
MARWay=5, Shot=52026.0377.3
FLUIDWay=5, Shot=52026.0377
CrossScale MAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.0373.8
Scale-MAEEvaluation protocol=Average KNN, Scale ratios=12.5%, 25%, 50%, 100%2024.010.75
Cross-Scale MAEEvaluation protocol=Average KNN, Scale ratios=12.5%, 25%, 50%, 100%2024.010.745
SatMAEEvaluation protocol=Average KNN, Scale ratios=12.5%, 25%, 50%, 100%2024.010.697