Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | CAP | 98.6 | No | Context-aware Attentional Pooling (CAP) for Fine... | 2021-01-17 | Code |
| 2 | EffNet-L2 (SAM) | 96.18 | Yes | Sharpness-Aware Minimization for Efficiently Imp... | 2020-10-03 | Code |
| 3 | ALIGN | 95.88 | Yes | Scaling Up Visual and Vision-Language Representa... | 2021-02-11 | Code |
| 4 | DoD (SwinV2-B) | 94.9 | No | - | - | - |
| 5 | CSWin-L | 93.81 | No | - | - | Code |
| 6 | Grafit (RegNet-8GF) | 93.7 | No | Grafit: Learning fine-grained image representati... | 2020-11-25 | - |
| 7 | VOLO-D5 | 93.66 | No | - | - | Code |
| 8 | EfficientNet-B7 | 93 | No | EfficientNet: Rethinking Model Scaling for Convo... | 2019-05-28 | Code |
| 9 | Assemble-ResNet-FGVC-50 | 92.5 | No | Compounding the Performance Improvements of Asse... | 2020-01-17 | Code |
| 10 | µ2Net+ (ViT-L/16) | 91.47 | No | A Continual Development Methodology for Large-sc... | 2022-09-15 | Code |
| 11 | NAT-M4 | 89.4 | No | Neural Architecture Transfer | 2020-05-12 | Code |
| 12 | NAT-M3 | 89 | No | Neural Architecture Transfer | 2020-05-12 | Code |
| 13 | NAT-M2 | 88.5 | No | Neural Architecture Transfer | 2020-05-12 | Code |
| 14 | NAT-M1 | 87.4 | No | Neural Architecture Transfer | 2020-05-12 | Code |