Metric: Validation Acc (higher is better)
| # | Model↕ | Validation Acc▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Astroformer | 92.98 | No | Astroformer: More Data Might not be all you need... | 2023-04-03 | Code |
| 2 | SwinV2-B + GradMatch | 91.9 | No | Data-Efficient Training of CNNs and Transformers... | 2023-03-03 | Code |
| 3 | MANO-tiny | 87.52 | Yes | Linear Attention with Global Context: A Multipol... | 2025-07-03 | Code |
| 4 | ResNeXt-50 (SAMix+DM) | 72.39 | No | - | - | - |
| 5 | ResNeXt-50 (AutoMix+DM) | 71.56 | No | - | - | - |
| 6 | ResNeXt-50 (PuzzleMix+DM) | 68.04 | No | - | - | - |
| 7 | UPANets | 67.67 | No | UPANets: Learning from the Universal Pixel Atten... | 2021-03-15 | Code |
| 8 | WaveMixLite-160/13 | 54.76 | No | - | - | Code |
| 9 | Convolutional Nystromformer for Vision (CNV) | 49.56 | No | Convolutional Xformers for Vision | 2022-01-25 | Code |