Image Classification on CIFAR-100 (test) (Including Eigenvalue Metric)
21.47Test ErrorDARTS- (ours)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DARTS- (ours)Search Space=S32020.09 | 21.47 | 0.4 | |
| DARTS- (ours)Search Space=S42020.09 | 21.75 | 0.93 | |
| DARTS- (ours)Search Space=S22020.09 | 22.31 | 0.54 | |
| DARTS- (ours)Search Space=S12020.09 | 23.26 | 0.6 | |
| DARTS-ADASearch Space=S42020.09 | 23.66 | — | |
| DARTS-ESSearch Space=S42020.09 | 23.9 | — | |
| DARTS-ADASearch Space=S32020.09 | 24.55 | — | |
| DARTS-ESSearch Space=S22020.09 | 24.68 | — | |
| DARTSSearch Space=S42020.09 | 24.77 | — | |
| DARTS-ADASearch Space=S12020.09 | 24.94 | — | |
| BOHNASSearch Space=hierarchical-variant, Selection=Mean2022.11 | 25.28 | — | |
| BOHNASSearch Space=hierarchical-variant, Selection=Best across three seeds2022.11 | 25.41 | — | |
| DrNASSearch Space=cell-based2022.11 | 26.49 | — | |
| NAS-Bench-201 oracleSearch Space=cell-based2022.11 | 26.49 | — | |
| DARTS-ADASearch Space=S22020.09 | 26.88 | — | |
| DARTS-ESSearch Space=S32020.09 | 26.99 | — | |
| BOHNASSearch Space=cell-based, Selection=Best across three seeds2022.11 | 27.03 | — | |
| ResNetSearch Space=cell-based, Backbone=ResNet-322022.11 | 27.1 | — | |
| BOHNASSearch Space=hierarchical, Selection=Mean2022.11 | 27.57 | — | |
| BOHNASSearch Space=hierarchical, Selection=Best across three seeds2022.11 | 27.63 | — | |
| NASBOWLSearch Space=cell-based2022.11 | 27.66 | — | |
| BOHNASSearch Space=cell-based, Selection=Mean2022.11 | 27.66 | — | |
| RESearch Space=cell-based2022.11 | 27.68 | — | |
| NASBOWLSearch Space=hierarchical2022.11 | 28.7 | — | |
| DARTSSearch Space=S22020.09 | 28.75 | — | |
| RSSearch Space=cell-based2022.11 | 28.75 | — | |
| DARTS-ESSearch Space=S12020.09 | 28.9 | — | |
| RESearch Space=hierarchical2022.11 | 28.91 | — | |
| DARTSSearch Space=S32020.09 | 29.01 | — | |
| NASBOTSearch Space=hierarchical2022.11 | 29.25 | — | |
| RSSearch Space=hierarchical2022.11 | 29.35 | — | |
| AREASearch Space=hierarchical2022.11 | 29.35 | — | |
| NASWOTSearch Space=cell-based, N=10002022.11 | 29.35 | — | |
| NASWOTSearch Space=cell-based, N=102022.11 | 29.49 | — | |
| DARTSSearch Space=S12020.09 | 29.93 | — | |
| NASWOTSearch Space=cell-based, N=100002022.11 | 29.95 | — | |
| NASWOTSearch Space=cell-based, N=1002022.11 | 30 | — | |
| NASWOTSearch Space=hierarchical, N=1002022.11 | 31.65 | — | |
| NASWOTSearch Space=hierarchical, N=10002022.11 | 31.66 | — | |
| NASWOTSearch Space=hierarchical, N=102022.11 | 31.73 | — | |
| NASWOTSearch Space=hierarchical, N=100002022.11 | 32.09 | — | |
| EfficientNetSearch Space=cell-based, Variant=B62022.11 | 35.17 | — | |
| DARTSSearch Space=cell-based2022.11 | 61.03 | — | |
| AlignMixupBackbone=PreActResnet-182021.03 | 90.4 | — | |
| AlignMixup/AEBackbone=PreActResnet-182021.03 | 91.69 | — | |
| StyleCutMixBackbone=PreActResnet-182021.03 | 91.88 | — | |
| AlignMixupBackbone=WRN-16-82021.03 | 92.16 | — | |
| AlignMixup/AEBackbone=WRN-16-82021.03 | 92.23 | — | |
| SaliencyMixBackbone=WRN-16-82021.03 | 93.76 | — | |
| StyleCutMixBackbone=WRN-16-82021.03 | 93.78 | — | |
| Co-MixupBackbone=WRN-16-82021.03 | 94.23 | — | |
| PuzzleMixBackbone=WRN-16-82021.03 | 95.28 | — | |
| Co-MixupBackbone=PreActResnet-182021.03 | 95.35 | — | |
| SaliencyMixBackbone=PreActResnet-182021.03 | 95.68 | — | |
| PuzzleMixBackbone=PreActResnet-182021.03 | 96.42 | — | |
| CutMixBackbone=WRN-16-82021.03 | 97.98 | — | |
| StyleMixBackbone=WRN-16-82021.03 | 98.24 | — | |
| StyleMixBackbone=PreActResnet-182021.03 | 98.39 | — | |
| ManifoldBackbone=WRN-16-82021.03 | 98.43 | — | |
| CutMixBackbone=PreActResnet-182021.03 | 98.67 | — | |
| InputBackbone=WRN-16-82021.03 | 99.37 | — | |
| ManifoldBackbone=PreActResnet-182021.03 | 99.66 | — | |
| InputBackbone=PreActResnet-182021.03 | 99.96 | — | |
| BaselineBackbone=PreActResnet-182021.03 | 99.97 | — | |
| BaselineBackbone=WRN-16-82021.03 | 99.99 | — |