Image Classification on CIFAR-100 (Standard Accuracy & Latency)
84.2Top-1 AccuracySAMix
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SAMixBackbone=ResNet502026.06 | 84.2 | 66.24 | 16.68 | |
| AlignmixupBackbone=ResNet502026.06 | 81.7 | 74.57 | 1.98 | |
| OA-CutMix/relBackbone=ResNet502026.06 | 81.41 | 76.28 | 1.02 | |
| PuzzleMixBackbone=ResNet502026.06 | 81.2 | 76.23 | 301 | |
| PuzzleMixBackbone=ResNet182026.06 | 80.9 | 76.23 | 301 | |
| SAMixBackbone=ResNet182026.06 | 80.89 | 66.24 | 16.68 | |
| AlignmixupBackbone=ResNet182026.06 | 80.52 | 74.57 | 1.98 | |
| ResizeMixBackbone=ResNet182026.06 | 80.13 | 75.11 | 0.62 | |
| SnapMixBackbone=ResNet182026.06 | 79.81 | 75.75 | 51.49 | |
| ResizeMixBackbone=ResNet502026.06 | 79.81 | 75.11 | 0.62 | |
| OA-CutMix/relBackbone=ResNet182026.06 | 79.79 | 76.28 | 1.02 | |
| MixupBackbone=ResNet502026.06 | 79.76 | 74.05 | 0.73 | |
| Attentive CutMixBackbone=ResNet182026.06 | 79.34 | 76.16 | 56.36 | |
| CutMixBackbone=ResNet502026.06 | 79.34 | 75.27 | 0.61 | |
| CutMix + decoupledBackbone=ResNet502026.06 | 79.27 | 75.43 | 0.6 | |
| CutMixBackbone=ResNet182026.06 | 79.26 | 75.27 | 0.61 | |
| SnapMixBackbone=ResNet502026.06 | 79.18 | 75.75 | 51.49 | |
| Attentive CutMixBackbone=ResNet502026.06 | 79.13 | 76.16 | 56.36 | |
| FMixBackbone=ResNet502026.06 | 79.11 | 74.87 | 6.68 | |
| MixupBackbone=ResNet182026.06 | 79.09 | 74.05 | 0.73 | |
| CutMix + decoupledBackbone=ResNet182026.06 | 79.09 | 75.43 | 0.6 | |
| Mixup + CutMixBackbone=ResNet502026.06 | 79.08 | 73.78 | 0.67 | |
| FMixBackbone=ResNet182026.06 | 78.92 | 74.87 | 6.68 | |
| Mixup + CutMixBackbone=ResNet182026.06 | 78.64 | 73.78 | 0.67 | |
| VanillaBackbone=ResNet502026.06 | 78.09 | 72.14 | — | |
| VanillaBackbone=ResNet182026.06 | 77.27 | 72.14 | — |