Image Classification on Spawrious O2O-Easy
94.2AccuracyMMD + VaRDASS
Evaluation Results
| Method | Links | |
|---|---|---|
| MMD + VaRDASSBackbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=VaRDASS2026.05 | 94.2 | |
| MMD + ORDEREDBackbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=ORDERED2026.05 | 93.5 | |
| CDAN + SDATBackbone=ResNet-18, Optimizer=Adam, Iterations=30002026.05 | 92.9 | |
| CDANBackbone=ResNet-18, Optimizer=Adam, Iterations=30002026.05 | 91.9 | |
| DANNBackbone=ResNet-18, Optimizer=Adam, Iterations=30002026.05 | 91.4 | |
| CORAL + VaRDASSBackbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=VaRDASS2026.05 | 90.1 | |
| CDAN + ELSBackbone=ResNet-18, Optimizer=Adam, Iterations=30002026.05 | 89.8 | |
| CORAL + AnticlusteringBackbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=Anticlustering2026.05 | 89.1 | |
| CORAL + ORDEREDBackbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=ORDERED2026.05 | 88.2 | |
| MCCBackbone=ResNet-18, Optimizer=Adam, Iterations=30002026.05 | 87.6 | |
| MMD + k-means++Backbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=k-means++2026.05 | 83.7 | |
| MMD + DPPBackbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=DPP2026.05 | 83.6 | |
| CORAL + k-means++Backbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=k-means++2026.05 | 82.8 | |
| CORAL + DPPBackbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=DPP2026.05 | 79.8 | |
| MMDBackbone=ResNet-18, Optimizer=Adam, Iterations=30002026.05 | 79.2 | |
| MMD + AnticlusteringBackbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=Anticlustering2026.05 | 74.5 | |
| CORALBackbone=ResNet-18, Optimizer=Adam, Iterations=30002026.05 | 70.7 | |
| ARMBackbone=ResNet-18, Optimizer=Adam, Iterations=30002026.05 | 70.2 | |
| ERMBackbone=ResNet-18, Optimizer=Adam, Iterations=30002026.05 | 68.6 |