Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | OmniVec2 | 99.6 | Yes | - | - | - |
| 2 | OmniVec | 99.2 | Yes | OmniVec: Learning robust representations with cr... | 2023-11-07 | - |
| 3 | DINOv2 (ViT-g/14, frozen model, linear eval) | 96.7 | Yes | DINOv2: Learning Robust Visual Features without ... | 2023-04-14 | Code |
| 4 | ViT R26 + S/32 ( Augmented) | 96.28 | Yes | Towards Fine-grained Image Classification with G... | 2021-08-28 | Code |
| 5 | MANO-tiny | 88.31 | Yes | Linear Attention with Global Context: A Multipol... | 2025-07-03 | Code |