Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SR-GNN | 95.4 | No | SR-GNN: Spatial Relation-aware Graph Neural Netw... | 2022-09-05 | Code |
| 2 | Inceptionv4 | 95.11 | No | Non-binary deep transfer learning for image clas... | 2021-07-19 | Code |
| 3 | SaSPA + CAL | 94.5 | No | Advancing Fine-Grained Classification by Structu... | 2024-06-20 | Code |
| 4 | CAL | 94.2 | No | Counterfactual Attention Learning for Fine-Grain... | 2021-08-19 | Code |
| 5 | SEB+EfficientNet-B5 | 93.5 | No | On the Eigenvalues of Global Covariance Pooling ... | 2022-05-26 | Code |
| 6 | EfficientNet-B7 | 92.9 | No | EfficientNet: Rethinking Model Scaling for Convo... | 2019-05-28 | Code |
| 7 | ELP | 92.7 | No | - | - | Code |
| 8 | Assemble-ResNet-FGVC-50 | 92.4 | No | Compounding the Performance Improvements of Asse... | 2020-01-17 | Code |
| 9 | MACNN | 89.9 | No | - | - | Code |
| 10 | BYOL+CVSA (ResNet-50) | 87.27 | No | Exploring Localization for Self-supervised Fine-... | 2021-06-30 | Code |
| 11 | NNCLR | 64.1 | No | With a Little Help from My Friends: Nearest-Neig... | 2021-04-29 | Code |
| 12 | Diffusion Classifier (zero-shot) | 26.4 | No | Your Diffusion Model is Secretly a Zero-Shot Cla... | 2023-03-28 | Code |