Image Classification on Fine-Grained iNat-21, SUN, Aircraft, CUB, CIFAR-10
68.6AccuracyImageNet Oracle
Evaluation Results
| Method | Links | |
|---|---|---|
| ImageNet OracleSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=var., Unsupervised=false2026.06 | 68.6 | |
| α-ReQSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=var., Unsupervised=true2026.06 | 68.5 | |
| LiDARSSL Framework=DINO, Backbone=ViT-S, Selection Pool=lr, Unsupervised=false2026.06 | 68.3 | |
| ImageNet OracleSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=lr, Unsupervised=false2026.06 | 67.2 | |
| RankMeSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=lr, Unsupervised=true2026.06 | 67.2 | |
| α-ReQSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=lr, Unsupervised=true2026.06 | 66.7 | |
| LiDARSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=lr, Unsupervised=false2026.06 | 66.7 | |
| LiDARSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=var., Unsupervised=false2026.06 | 66.6 | |
| LiDARSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=all, Unsupervised=false2026.06 | 66.6 | |
| α-ReQSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=all, Unsupervised=true2026.06 | 66.5 | |
| ImageNet OracleSSL Framework=DINO, Backbone=ViT-S, Selection Pool=lr, Unsupervised=false2026.06 | 65.5 | |
| ImageNet OracleSSL Framework=DINO, Backbone=ViT-S, Selection Pool=all, Unsupervised=false2026.06 | 65.5 | |
| IDESTSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=all, Unsupervised=true2026.06 | 65 | |
| RankMeSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=var., Unsupervised=true2026.06 | 64.9 | |
| IDESTSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=var., Unsupervised=true2026.06 | 64.9 | |
| ImageNet OracleSSL Framework=DINO, Backbone=ViT-S, Selection Pool=s-temp., Unsupervised=false2026.06 | 64.8 | |
| RankMeSSL Framework=DINO, Backbone=ViT-S, Selection Pool=s-temp., Unsupervised=true2026.06 | 64.8 | |
| RankMeSSL Framework=DINO, Backbone=ViT-S, Selection Pool=t-temp., Unsupervised=true2026.06 | 64.5 | |
| IDESTSSL Framework=DINO, Backbone=ViT-S, Selection Pool=t-temp., Unsupervised=true2026.06 | 64.5 | |
| LiDARSSL Framework=DINO, Backbone=ViT-S, Selection Pool=t-temp., Unsupervised=false2026.06 | 64.3 | |
| IDESTSSL Framework=DINO, Backbone=ViT-S, Selection Pool=lr, Unsupervised=true2026.06 | 63.9 | |
| α-ReQSSL Framework=DINO, Backbone=ViT-S, Selection Pool=lr, Unsupervised=true2026.06 | 63.8 | |
| RankMeSSL Framework=DINO, Backbone=ViT-S, Selection Pool=lr, Unsupervised=true2026.06 | 63.8 | |
| RankMeSSL Framework=DINO, Backbone=ViT-S, Selection Pool=all, Unsupervised=true2026.06 | 63.8 | |
| ImageNet OracleSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=all, Unsupervised=false2026.06 | 62.9 | |
| RankMeSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=all, Unsupervised=true2026.06 | 62.9 | |
| LiDARSSL Framework=DINO, Backbone=ViT-S, Selection Pool=s-temp., Unsupervised=false2026.06 | 62.4 | |
| LiDARSSL Framework=DINO, Backbone=ViT-S, Selection Pool=all, Unsupervised=false2026.06 | 62.4 | |
| IDESTSSL Framework=DINO, Backbone=ViT-S, Selection Pool=s-temp., Unsupervised=true2026.06 | 62.4 | |
| IDESTSSL Framework=DINO, Backbone=ViT-S, Selection Pool=all, Unsupervised=true2026.06 | 62.4 | |
| ImageNet OracleSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=wd, Unsupervised=false2026.06 | 62.2 | |
| RankMeSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=wd, Unsupervised=true2026.06 | 62.2 | |
| LiDARSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=wd, Unsupervised=false2026.06 | 62.2 | |
| IDESTSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=lr, Unsupervised=true2026.06 | 61.8 | |
| ImageNet OracleSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=target-size, Unsupervised=false2026.06 | 60.7 | |
| LiDARSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=target-size, Unsupervised=false2026.06 | 60.7 | |
| α-ReQSSL Framework=DINO, Backbone=ViT-S, Selection Pool=t-temp., Unsupervised=true2026.06 | 60.6 | |
| ImageNet OracleSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=lr, Unsupervised=false2026.06 | 60 | |
| ImageNet OracleSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=all, Unsupervised=false2026.06 | 60 | |
| IDESTSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=lr, Unsupervised=true2026.06 | 60 | |
| IDESTSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=target-size, Unsupervised=true2026.06 | 60 | |
| IDESTSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=all, Unsupervised=true2026.06 | 60 | |
| α-ReQSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=lr, Unsupervised=true2026.06 | 59.5 | |
| RankMeSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=lr, Unsupervised=true2026.06 | 59.5 | |
| RankMeSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=all, Unsupervised=true2026.06 | 59.5 | |
| α-ReQSSL Framework=DINO, Backbone=ViT-S, Selection Pool=s-temp., Unsupervised=true2026.06 | 59.4 | |
| α-ReQSSL Framework=DINO, Backbone=ViT-S, Selection Pool=all, Unsupervised=true2026.06 | 59.4 | |
| IDESTSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=wd, Unsupervised=true2026.06 | 58.3 | |
| ImageNet OracleSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=context-size, Unsupervised=false2026.06 | 58.3 | |
| LiDARSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=lr, Unsupervised=false2026.06 | 58.3 | |
| LiDARSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=all, Unsupervised=false2026.06 | 58.3 | |
| IDESTSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=context-size, Unsupervised=true2026.06 | 58.3 | |
| LiDARSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=context-size, Unsupervised=false2026.06 | 58.2 | |
| α-ReQSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=context-size, Unsupervised=true2026.06 | 57.9 | |
| RankMeSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=context-size, Unsupervised=true2026.06 | 57.9 | |
| RankMeSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=target-size, Unsupervised=true2026.06 | 56.9 | |
| ImageNet OracleSSL Framework=DINO, Backbone=ViT-S, Selection Pool=t-temp., Unsupervised=false2026.06 | 55.2 | |
| α-ReQSSL Framework=VICReg, Backbone=ResNet-50, Selection Pool=wd, Unsupervised=true2026.06 | 47.8 | |
| α-ReQSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=target-size, Unsupervised=true2026.06 | 41.4 | |
| α-ReQSSL Framework=I-JEPA, Backbone=ViT-B, Selection Pool=all, Unsupervised=true2026.06 | 41.4 |