Image Classification on ImageNet 1K (train val) (Linear Probing & k-NN)
78.2Linear Probing AccuracyMAGE-C
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MAGE-CBackbone=ViT-B2026.05 | 78.2 | — | — | |
| MoCov3Backbone=ViT-B2026.05 | 76.7 | — | — | |
| LEASEBackbone=ViT-B2026.05 | 76.7 | — | — | |
| NNCLRBackbone=ViT-B2026.05 | 76.5 | — | — | |
| iBotBackbone=ViT-B2026.05 | 76 | — | — | |
| DINOEpochs=800, BS=1024, Backbone=ViT-S/16, Multi-crop=true2022.04 | 75.74 | 74.3 | 77 | |
| SimCLRv2Backbone=R50-w22026.05 | 75.6 | — | — | |
| Ge2-AEBackbone=ViT-B2026.05 | 75.3 | — | — | |
| SorcenBackbone=ViT-B2026.05 | 75.1 | — | — | |
| MAGEBackbone=ViT-B, Status=reproduced2026.05 | 75 | — | — | |
| MAGEBackbone=ViT-B2026.05 | 74.7 | — | — | |
| CMAEBackbone=ViT-B2026.05 | 73.9 | — | — | |
| I-JEPABackbone=ViT-B2026.05 | 72.9 | — | — | |
| DINOBackbone=ViT-B2026.05 | 72.8 | — | — | |
| MoCoV3Epochs=300, BS=4096, Backbone=ViT-S/16, Multi-crop=false2022.04 | 72.72 | 67.9 | 73.2 | |
| DINOEpochs=300, BS=1024, Backbone=ViT-S/16, Multi-crop=false2022.04 | 72.5 | 67.9 | — | |
| CAEBackbone=ViT-B2026.05 | 70.4 | — | — | |
| XTRABackbone=ViT-B2026.05 | 70.2 | — | — | |
| l-DAEModels=-2026.05 | 69.6 | — | — | |
| DINO + DILEMMAEpochs=60, Time=121.0h, BS=192, Backbone=ViT-B/16, Multi-crop=true2022.04 | 69.43 | 63.74 | — | |
| A2MIMBackbone=ViT-B2026.05 | 68.8 | — | — | |
| DINO + DILEMMAEpochs=45, Time=90.7h, BS=192, Backbone=ViT-B/16, Multi-crop=true2022.04 | 68.55 | 62.48 | — | |
| DINO + SparsityEpochs=45, Time=90.7h, BS=192, Backbone=ViT-B/16, Multi-crop=true2022.04 | 68.49 | 62.33 | — | |
| MoCoV3 + DILEMMAEpochs=150, Time=102.6h, BS=345, Backbone=ViT-S/16, Multi-crop=false, Equal training time=true2022.04 | 68.03 | 64.69 | — | |
| MAEBackbone=ViT-B2026.05 | 68 | — | — | |
| MoCoV3 + SparsityEpochs=150, Time=102.6h, BS=345, Backbone=ViT-S/16, Multi-crop=false, Equal training time=true2022.04 | 67.07 | 63.27 | — | |
| U-MAEBackbone=ViT-L2026.05 | 65.8 | — | — | |
| MoCoV3 + DILEMMAEpochs=100, Time=68.4h, BS=345, Backbone=ViT-S/16, Multi-crop=false2022.04 | 65.62 | 61.97 | 66.6 | |
| DINOEpochs=45, Time=120.9h, BS=192, Backbone=ViT-B/16, Multi-crop=true2022.04 | 65.46 | 61.35 | — | |
| MoCoV3 + SparsityEpochs=100, Time=68.4h, BS=345, Backbone=ViT-S/16, Multi-crop=false2022.04 | 65.16 | 61.64 | — | |
| MoCoV3Epochs=100, Time=102.8h, BS=345, Backbone=ViT-S/16, Multi-crop=false2022.04 | 63.62 | 59.68 | 65.1 | |
| DiTModels=-2026.05 | 62.5 | — | — | |
| SimMIMBackbone=ViT-B2026.05 | 57.8 | — | — | |
| MaskGITModels=-2026.05 | 57.4 | — | — | |
| BeiTBackbone=ViT-B2026.05 | 56.7 | — | — | |
| BigBiGANModels=-2026.05 | 56.6 | — | — | |
| SimCLR + DILEMMAEpochs=30, Time=12.2h, BS=512, Backbone=ViT-S/16, Multi-crop=false2022.04 | 50.71 | 41.9 | — | |
| SimCLREpochs=30, Time=15.7h, BS=512, Backbone=ViT-S/16, Multi-crop=false2022.04 | 50.21 | 41.46 | — | |
| SimCLR + SparsityEpochs=30, Time=12.2h, BS=512, Backbone=ViT-S/16, Multi-crop=false2022.04 | 49.73 | 41.11 | — | |
| ADDPModels=-2026.05 | 11.5 | — | — | |
| SupervisedEpochs=300, BS=1024, Backbone=ViT-S/162022.04 | — | — | 79.8 |