Multi-dataset Evaluation on Average (ImageNet, iNat21, CUB, Cars)
69.7Average Top-1 AccDSeq-JEPA
Evaluation Results
| Method | Links | |
|---|---|---|
| DSeq-JEPAArch.=ViT-H/16448, Epochs=300, View Data Augmentation=false2025.11 | 69.7 | |
| DSeq-C-JEPAArch.=ViT-L/16, Epochs=600, View Data Augmentation=false2025.11 | 68.5 | |
| DSeq-JEPAArch.=ViT-L/16, Epochs=600, View Data Augmentation=false2025.11 | 68.2 | |
| iBOTArch.=ViT-B/16, Epochs=1600, View Data Augmentation=true2025.11 | 67.6 | |
| I-JEPAArch.=ViT-L/16, Epochs=600, View Data Augmentation=false2025.11 | 67.5 | |
| C-JEPAArch.=ViT-L/16, Epochs=600, View Data Augmentation=false2025.11 | 67.5 | |
| DSeq-C-JEPAArch.=ViT-B/16, Epochs=600, View Data Augmentation=false2025.11 | 65.7 | |
| DSeq-JEPAArch.=ViT-B/16, Epochs=600, View Data Augmentation=false2025.11 | 65.5 | |
| C-JEPAArch.=ViT-B/16, Epochs=600, View Data Augmentation=false2025.11 | 65 | |
| I-JEPAArch.=ViT-B/16, Epochs=600, View Data Augmentation=false2025.11 | 64.6 | |
| MAEArch.=ViT-B/16, Epochs=1600, View Data Augmentation=false2025.11 | 61 | |
| DINOArch.=ViT-B/16, Epochs=1600, View Data Augmentation=true2025.11 | 50.4 |