Fine-Grained Visual Categorization on Cars (Top-1 accuracy)
70.1Top-1 AccuracyDSeq-JEPA
Evaluation Results
| Method | Links | |
|---|---|---|
| DSeq-JEPAArch.=ViT-H/16448, Epochs=300, View Data Augmentation=false2025.11 | 70.1 | |
| DSeq-JEPAArch.=ViT-L/16, Epochs=600, View Data Augmentation=false2025.11 | 68.9 | |
| DSeq-C-JEPAArch.=ViT-L/16, Epochs=600, View Data Augmentation=false2025.11 | 68.8 | |
| I-JEPAArch.=ViT-L/16, Epochs=600, View Data Augmentation=false2025.11 | 68.1 | |
| iBOTArch.=ViT-B/16, Epochs=1600, View Data Augmentation=true2025.11 | 68.1 | |
| C-JEPAArch.=ViT-L/16, Epochs=600, View Data Augmentation=false2025.11 | 67.7 | |
| DSeq-C-JEPAArch.=ViT-B/16, Epochs=600, View Data Augmentation=false2025.11 | 67.4 | |
| DSeq-JEPAArch.=ViT-B/16, Epochs=600, View Data Augmentation=false2025.11 | 67.3 | |
| C-JEPAArch.=ViT-B/16, Epochs=600, View Data Augmentation=false2025.11 | 66.1 | |
| I-JEPAArch.=ViT-B/16, Epochs=600, View Data Augmentation=false2025.11 | 65.9 | |
| MAEArch.=ViT-L/16, Epochs=1600, View Data Augmentation=false2025.11 | 61.9 | |
| MAEArch.=ViT-B/16, Epochs=1600, View Data Augmentation=false2025.11 | 60.2 | |
| DINOArch.=ViT-B/16, Epochs=1600, View Data Augmentation=true2025.11 | 27 |