Image Classification on Spawrious M2M-Medium
75.9AccuracyMMD + VaRDASS
Evaluation Results
| Method | Links | |
|---|---|---|
| MMD + VaRDASSBackbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=VaRDASS2026.05 | 75.9 | |
| MMD + ORDEREDBackbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=ORDERED2026.05 | 70.5 | |
| MMD + AnticlusteringBackbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=Anticlustering2026.05 | 63.7 | |
| CDAN + ELSBackbone=ResNet-18, Optimizer=Adam, Iterations=30002026.05 | 62.3 | |
| CORAL + ORDEREDBackbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=ORDERED2026.05 | 60.5 | |
| CDAN + SDATBackbone=ResNet-18, Optimizer=Adam, Iterations=30002026.05 | 60.3 | |
| MMD + k-means++Backbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=k-means++2026.05 | 60 | |
| CORAL + DPPBackbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=DPP2026.05 | 58.5 | |
| CDANBackbone=ResNet-18, Optimizer=Adam, Iterations=30002026.05 | 58.3 | |
| MMD + DPPBackbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=DPP2026.05 | 57.4 | |
| MMDBackbone=ResNet-18, Optimizer=Adam, Iterations=30002026.05 | 55.3 | |
| DANNBackbone=ResNet-18, Optimizer=Adam, Iterations=30002026.05 | 54.8 | |
| CORAL + k-means++Backbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=k-means++2026.05 | 54.7 | |
| CORALBackbone=ResNet-18, Optimizer=Adam, Iterations=30002026.05 | 54.1 | |
| CORAL + VaRDASSBackbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=VaRDASS2026.05 | 51.7 | |
| CORAL + AnticlusteringBackbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=Anticlustering2026.05 | 51.4 | |
| MCCBackbone=ResNet-18, Optimizer=Adam, Iterations=30002026.05 | 46.4 | |
| ERMBackbone=ResNet-18, Optimizer=Adam, Iterations=30002026.05 | 45 | |
| ARMBackbone=ResNet-18, Optimizer=Adam, Iterations=30002026.05 | 42.2 |