Fine-Grained Visual Categorization on iNat 21
39.7Top-1 AccuracyDSeq-C-JEPA
Evaluation Results
| Method | Links | |
|---|---|---|
| DSeq-C-JEPAArch.=ViT-L/16, Epochs=600, View Data Augmentation=false2025.11 | 39.7 | |
| DSeq-JEPAArch.=ViT-L/16, Epochs=600, View Data Augmentation=false2025.11 | 39.5 | |
| DSeq-JEPAArch.=ViT-H/16448, Epochs=300, View Data Augmentation=false2025.11 | 39.3 | |
| C-JEPAArch.=ViT-L/16, Epochs=600, View Data Augmentation=false2025.11 | 39 | |
| iBOTArch.=ViT-B/16, Epochs=1600, View Data Augmentation=true2025.11 | 38.9 | |
| I-JEPAArch.=ViT-L/16, Epochs=600, View Data Augmentation=false2025.11 | 38.8 | |
| MAEArch.=ViT-L/16, Epochs=1600, View Data Augmentation=false2025.11 | 37.1 | |
| DSeq-C-JEPAArch.=ViT-B/16, Epochs=600, View Data Augmentation=false2025.11 | 36.6 | |
| DSeq-JEPAArch.=ViT-B/16, Epochs=600, View Data Augmentation=false2025.11 | 36.4 | |
| C-JEPAArch.=ViT-B/16, Epochs=600, View Data Augmentation=false2025.11 | 36.2 | |
| I-JEPAArch.=ViT-B/16, Epochs=600, View Data Augmentation=false2025.11 | 35.9 | |
| MAEArch.=ViT-B/16, Epochs=1600, View Data Augmentation=false2025.11 | 33.5 | |
| DINOArch.=ViT-B/16, Epochs=1600, View Data Augmentation=true2025.11 | 30.2 |