Image Classification on CIFAR-10 (test) (Standard Metrics with Class Breakdown)
2.83Top-1 ErrorAlignMixup/AE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AlignMixup/AEBackbone=PreActResNet-182021.03 | 2.83 | — | — | — | |
| Co-MixupBackbone=PreActResNet-182021.03 | 2.89 | — | — | — | |
| PuzzleMixBackbone=PreActResNet-182021.03 | 2.93 | — | — | — | |
| ManifoldBackbone=PreActResNet-182021.03 | 2.95 | — | — | — | |
| AlignMixupBackbone=PreActResNet-182021.03 | 2.95 | — | — | — | |
| PuzzleMixBackbone=WRN-16-82021.03 | 2.99 | — | — | — | |
| Saliency MixBackbone=PreActResNet-182021.03 | 2.99 | — | — | — | |
| Co-MixupBackbone=WRN-16-82021.03 | 3.04 | — | — | — | |
| StyleCutMixBackbone=PreActResNet-182021.03 | 3.06 | — | — | — | |
| AlignMixupBackbone=WRN-16-82021.03 | 3.09 | — | — | — | |
| StyleCutMixBackbone=WRN-16-82021.03 | 3.12 | — | — | — | |
| AlignMixup/AEBackbone=WRN-16-82021.03 | 3.15 | — | — | — | |
| CutMixBackbone=PreActResNet-182021.03 | 3.27 | — | — | — | |
| Saliency MixBackbone=WRN-16-82021.03 | 3.53 | — | — | — | |
| CutMixBackbone=WRN-16-82021.03 | 3.54 | — | — | — | |
| ManifoldBackbone=WRN-16-82021.03 | 3.56 | — | — | — | |
| StyleMixBackbone=PreActResNet-182021.03 | 3.76 | — | — | — | |
| StyleMixBackbone=WRN-16-82021.03 | 3.89 | — | — | — | |
| InputBackbone=WRN-16-82021.03 | 3.98 | — | — | — | |
| InputBackbone=PreActResNet-182021.03 | 4.03 | — | — | — | |
| BaselineBackbone=WRN-16-82021.03 | 5.11 | — | — | — | |
| BaselineBackbone=PreActResNet-182021.03 | 5.19 | — | — | — | |
| AdaBregStrategy=Bregman2021.05 | — | 92.3 | 14.7 | 56.7 | |
| AdaBreg + thresh.Strategy=Bregman, thresholding=true2021.05 | — | 90.5 | 9.2 | 42.2 | |
| AdamStrategy=Vanilla2021.05 | — | 93.6 | 100 | 100 | |
| AdamStrategy=Lasso2021.05 | — | 91.1 | 99.7 | 100 | |
| Adam + thresh.Strategy=Lasso2021.05 | — | 90 | 3 | 15.7 | |
| AlexNet2018.11 | — | 89 | — | — | |
| Image ConvolutionStructure=5-layer2018.11 | — | 88.52 | — | — | |
| LinBregStrategy=Bregman2021.05 | — | 90.9 | 5.5 | 24.8 | |
| LinBreg (β = 0.9)Strategy=Bregman, momentum=0.92021.05 | — | 90.4 | 4.8 | 21 | |
| LinBreg (β = 0.9) + thresh.Strategy=Bregman, momentum=0.9, thresholding=true2021.05 | — | 90 | 3.6 | 17.4 | |
| LinBreg + thresh.Strategy=Bregman2021.05 | — | 90.2 | 3.4 | 16.9 | |
| PointCNN2018.11 | — | 80.22 | — | — | |
| PointConvStructure=5-layer2018.11 | — | 89.13 | — | — | |
| PointConvStructure=VGG192018.11 | — | 93.19 | — | — | |
| SGD with momentumStrategy=Vanilla2021.05 | — | 92.15 | 100 | 100 | |
| SpiderCNN2018.11 | — | 77.97 | — | — | |
| VGG192018.11 | — | 93.6 | — | — |