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ResearchFormerly WizWand

Image Classification on Spawrious M2M-Hard

92.4Accuracy (M2M-Hard)OpenCLIP ZS prompt (full)
19.28838.26957.2576.231May 6, 2026May 10, 2026May 15, 2026May 19, 2026May 24, 2026May 28, 2026Jun 2, 2026
Updated 5mo ago

Evaluation results

MethodLinks
OpenCLIP ZS prompt (full)Backbone=ViT-L-14, Feature Extractor=OpenCLIP, Evaluation=Zero-shot prompt2026.0692.4
DFRBackbone=ViT-G (1.1B), Note=Requires group labels2026.0688
A2 cross-modelBackbone=ViT-S x ViT-L, Feature Extractor=DINOv22026.0687.1
Full only (518^2 image)Backbone=ViT-L (300M), Resolution=518x518, Feature Extractor=DINOv22026.0686.7
DFR + A2Backbone=ViT-S (21M), Note=Requires group labels2026.0686.2
DFRBackbone=ViT-L (300M), Note=Requires group labels2026.0686.1
DFRBackbone=ViT-B (86M), Note=Requires group labels2026.0684.9
Attending on Attention (A2)Backbone=ViT-B (86M), Feature Extractor=DINOv22026.0683.8
Attending on Attention (A2)Backbone=ViT-L (300M), Feature Extractor=DINOv22026.0683.5
Full only (518^2 image)Backbone=ViT-B (86M), Resolution=518x518, Feature Extractor=DINOv22026.0682.4
Attending on Attention (A2)Backbone=ViT-S (21M), Feature Extractor=DINOv22026.0682.4
Full onlyBackbone=ViT-L (300M), Feature Extractor=DINOv22026.0681.9
Attending on Attention (A2)Backbone=ViT-G (1.1B), Feature Extractor=DINOv22026.0680.6
Full onlyBackbone=ViT-G (1.1B), Feature Extractor=DINOv22026.0679.7
DFRBackbone=ViT-S (21M), Note=Requires group labels2026.0673.4
Full onlyBackbone=ViT-B (86M), Feature Extractor=DINOv22026.0673.4
Full only (518^2 image)Backbone=ViT-S (21M), Resolution=518x518, Feature Extractor=DINOv22026.0672.6
CausIRLBackbone=ResNet-50, Training Dataset=Spawrious2026.0668.93
Center CropBackbone=ViT-S (21M), Feature Extractor=DINOv22026.0668.4
CORALBackbone=ResNet-50, Training Dataset=Spawrious2026.0667.97
Full onlyBackbone=ViT-S (21M), Feature Extractor=DINOv22026.0666.6
MMD + ORDEREDBackbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=ORDERED2026.0562.1
Center CropBackbone=ViT-G (1.1B), Feature Extractor=DINOv22026.0661.4
IRMBackbone=ResNet-50, Training Dataset=Spawrious, Note=Requires group labels2026.0660.93
GroupDROBackbone=ResNet-50, Training Dataset=Spawrious, Note=Requires group labels2026.0660.86
Scaling on ScalesBackbone=ViT-S (21M), Feature Extractor=DINOv2, scales=[1, 2]2026.0660
ERMBackbone=ResNet-50, Training Dataset=Spawrious2026.0658.7
CDAN + ELSBackbone=ResNet-18, Optimizer=Adam, Iterations=30002026.0556.1
CDAN + SDATBackbone=ResNet-18, Optimizer=Adam, Iterations=30002026.0553
MMD + k-means++Backbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=k-means++2026.0552.5
Full onlyBackbone=ViT-L-14, Feature Extractor=OpenCLIP2026.0650.6
CORAL + ORDEREDBackbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=ORDERED2026.0550.5
CORAL + DPPBackbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=DPP2026.0549.4
CORALBackbone=ResNet-18, Optimizer=Adam, Iterations=30002026.0549.2
CORAL + k-means++Backbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=k-means++2026.0548.6
MMDBackbone=ResNet-18, Optimizer=Adam, Iterations=30002026.0548.1
MMD + VaRDASSBackbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=VaRDASS2026.0548.1
CORAL + AnticlusteringBackbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=Anticlustering2026.0547.5
CORAL + VaRDASSBackbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=VaRDASS2026.0545.8
MMD + DPPBackbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=DPP2026.0545.6
MMD + AnticlusteringBackbone=ResNet-18, Optimizer=Adam, Iterations=3000, Sampler=Anticlustering2026.0544.6
CDANBackbone=ResNet-18, Optimizer=Adam, Iterations=30002026.0544.3
ERMBackbone=ResNet-18, Optimizer=Adam, Iterations=30002026.0543
MCCBackbone=ResNet-18, Optimizer=Adam, Iterations=30002026.0542.7
ARMBackbone=ResNet-18, Optimizer=Adam, Iterations=30002026.0541.7
DANNBackbone=ResNet-18, Optimizer=Adam, Iterations=30002026.0539.8
Random CropsBackbone=ViT-S (21M), Feature Extractor=DINOv22026.0622.1