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ResearchFormerly WizWand

Image Classification on Fine-Grained iNat-21, SUN, Aircraft, CUB, CIFAR-10

68.6AccuracyImageNet Oracle
40.31247.6565562.344Jun 2, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ImageNet OracleSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=var., Unsupervised=false2026.0668.6
α-ReQSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=var., Unsupervised=true2026.0668.5
LiDARSSL Framework=DINO, Backbone=ViT-S, Selection Pool=lr, Unsupervised=false2026.0668.3
ImageNet OracleSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=lr, Unsupervised=false2026.0667.2
RankMeSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=lr, Unsupervised=true2026.0667.2
α-ReQSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=lr, Unsupervised=true2026.0666.7
LiDARSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=lr, Unsupervised=false2026.0666.7
LiDARSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=var., Unsupervised=false2026.0666.6
LiDARSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=all, Unsupervised=false2026.0666.6
α-ReQSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=all, Unsupervised=true2026.0666.5
ImageNet OracleSSL Framework=DINO, Backbone=ViT-S, Selection Pool=lr, Unsupervised=false2026.0665.5
ImageNet OracleSSL Framework=DINO, Backbone=ViT-S, Selection Pool=all, Unsupervised=false2026.0665.5
IDESTSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=all, Unsupervised=true2026.0665
RankMeSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=var., Unsupervised=true2026.0664.9
IDESTSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=var., Unsupervised=true2026.0664.9
ImageNet OracleSSL Framework=DINO, Backbone=ViT-S, Selection Pool=s-temp., Unsupervised=false2026.0664.8
RankMeSSL Framework=DINO, Backbone=ViT-S, Selection Pool=s-temp., Unsupervised=true2026.0664.8
RankMeSSL Framework=DINO, Backbone=ViT-S, Selection Pool=t-temp., Unsupervised=true2026.0664.5
IDESTSSL Framework=DINO, Backbone=ViT-S, Selection Pool=t-temp., Unsupervised=true2026.0664.5
LiDARSSL Framework=DINO, Backbone=ViT-S, Selection Pool=t-temp., Unsupervised=false2026.0664.3
IDESTSSL Framework=DINO, Backbone=ViT-S, Selection Pool=lr, Unsupervised=true2026.0663.9
α-ReQSSL Framework=DINO, Backbone=ViT-S, Selection Pool=lr, Unsupervised=true2026.0663.8
RankMeSSL Framework=DINO, Backbone=ViT-S, Selection Pool=lr, Unsupervised=true2026.0663.8
RankMeSSL Framework=DINO, Backbone=ViT-S, Selection Pool=all, Unsupervised=true2026.0663.8
ImageNet OracleSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=all, Unsupervised=false2026.0662.9
RankMeSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=all, Unsupervised=true2026.0662.9
LiDARSSL Framework=DINO, Backbone=ViT-S, Selection Pool=s-temp., Unsupervised=false2026.0662.4
LiDARSSL Framework=DINO, Backbone=ViT-S, Selection Pool=all, Unsupervised=false2026.0662.4
IDESTSSL Framework=DINO, Backbone=ViT-S, Selection Pool=s-temp., Unsupervised=true2026.0662.4
IDESTSSL Framework=DINO, Backbone=ViT-S, Selection Pool=all, Unsupervised=true2026.0662.4
ImageNet OracleSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=wd, Unsupervised=false2026.0662.2
RankMeSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=wd, Unsupervised=true2026.0662.2
LiDARSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=wd, Unsupervised=false2026.0662.2
IDESTSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=lr, Unsupervised=true2026.0661.8
ImageNet OracleSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=target-size, Unsupervised=false2026.0660.7
LiDARSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=target-size, Unsupervised=false2026.0660.7
α-ReQSSL Framework=DINO, Backbone=ViT-S, Selection Pool=t-temp., Unsupervised=true2026.0660.6
ImageNet OracleSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=lr, Unsupervised=false2026.0660
ImageNet OracleSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=all, Unsupervised=false2026.0660
IDESTSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=lr, Unsupervised=true2026.0660
IDESTSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=target-size, Unsupervised=true2026.0660
IDESTSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=all, Unsupervised=true2026.0660
α-ReQSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=lr, Unsupervised=true2026.0659.5
RankMeSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=lr, Unsupervised=true2026.0659.5
RankMeSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=all, Unsupervised=true2026.0659.5
α-ReQSSL Framework=DINO, Backbone=ViT-S, Selection Pool=s-temp., Unsupervised=true2026.0659.4
α-ReQSSL Framework=DINO, Backbone=ViT-S, Selection Pool=all, Unsupervised=true2026.0659.4
IDESTSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=wd, Unsupervised=true2026.0658.3
ImageNet OracleSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=context-size, Unsupervised=false2026.0658.3
LiDARSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=lr, Unsupervised=false2026.0658.3
LiDARSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=all, Unsupervised=false2026.0658.3
IDESTSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=context-size, Unsupervised=true2026.0658.3
LiDARSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=context-size, Unsupervised=false2026.0658.2
α-ReQSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=context-size, Unsupervised=true2026.0657.9
RankMeSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=context-size, Unsupervised=true2026.0657.9
RankMeSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=target-size, Unsupervised=true2026.0656.9
ImageNet OracleSSL Framework=DINO, Backbone=ViT-S, Selection Pool=t-temp., Unsupervised=false2026.0655.2
α-ReQSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=wd, Unsupervised=true2026.0647.8
α-ReQSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=target-size, Unsupervised=true2026.0641.4
α-ReQSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=all, Unsupervised=true2026.0641.4