Image Classification on CIFAR-10 (test) (Error Rate and FLOPs)
1.4Error Rate (%)Adv. AA+
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Adv. AA+Backbone=PyramidNet2022.02 | 1.4 | — | |
| AABackbone=PyramidNet2022.02 | 1.5 | — | |
| PBABackbone=PyramidNet2022.02 | 1.5 | — | |
| RandAugBackbone=PyramidNet2022.02 | 1.5 | — | |
| TeachAugmentBackbone=PyramidNet2022.02 | 1.5 | — | |
| Fast AABackbone=PyramidNet2022.02 | 1.7 | — | |
| DADABackbone=PyramidNet2022.02 | 1.7 | — | |
| Adv. AA+Backbone=WRN-28-102022.02 | 1.9 | — | |
| Adv. AA+Backbone=Shake-Shake2022.02 | 1.9 | — | |
| AABackbone=Shake-Shake2022.02 | 2 | — | |
| PBABackbone=Shake-Shake2022.02 | 2 | — | |
| RandAugBackbone=Shake-Shake2022.02 | 2 | — | |
| Fast AABackbone=Shake-Shake2022.02 | 2 | — | |
| Faster AABackbone=Shake-Shake2022.02 | 2 | — | |
| DADABackbone=Shake-Shake2022.02 | 2 | — | |
| TeachAugmentBackbone=Shake-Shake2022.02 | 2 | — | |
| CutoutBackbone=PyramidNet2022.02 | 2.3 | — | |
| OnlineAugBackbone=WRN-28-102022.02 | 2.4 | — | |
| TeachAugmentBackbone=WRN-28-102022.02 | 2.5 | — | |
| CutoutBackbone=Shake-Shake2022.02 | 2.6 | — | |
| AABackbone=WRN-28-102022.02 | 2.6 | — | |
| PBABackbone=WRN-28-102022.02 | 2.6 | — | |
| Faster AABackbone=WRN-28-102022.02 | 2.6 | — | |
| BaselineBackbone=PyramidNet2022.02 | 2.7 | — | |
| RandAugBackbone=WRN-28-102022.02 | 2.7 | — | |
| Fast AABackbone=WRN-28-102022.02 | 2.7 | — | |
| DADABackbone=WRN-28-102022.02 | 2.7 | — | |
| BaselineBackbone=Shake-Shake2022.02 | 2.9 | — | |
| CutoutBackbone=WRN-28-102022.02 | 3.1 | — | |
| BaselineBackbone=WRN-28-102022.02 | 3.9 | — | |
| BaselineDepth=562021.03 | 6.3 | 0 | |
| HingeDepth=56, Dynamic=false2021.03 | 6.31 | 50 | |
| ManiDPDepth=56, Dynamic=true2021.03 | 6.36 | 62.4 | |
| DHPDepth=56, Dynamic=false2021.03 | 6.42 | 50.9 | |
| FBSDepth=56, Dynamic=true2021.03 | 6.48 | 53.6 | |
| FPGMDepth=56, Dynamic=false2021.03 | 6.51 | 52.6 | |
| HRankDepth=56, Dynamic=false2021.03 | 6.83 | 50 | |
| DSADepth=56, Dynamic=false2021.03 | 7.09 | 52.2 | |
| BaselineDepth=322021.03 | 7.34 | 0 | |
| SFPDepth=56, Dynamic=false2021.03 | 7.74 | 52.6 | |
| BaselineDepth=202021.03 | 7.78 | 0 | |
| ManiDPDepth=32, Dynamic=true2021.03 | 7.85 | 63.2 | |
| SFPDepth=32, Dynamic=false2021.03 | 7.92 | 41.5 | |
| ManiDPDepth=20, Dynamic=true2021.03 | 7.95 | 54.2 | |
| FBSDepth=32, Dynamic=true2021.03 | 8.02 | 55.7 | |
| FPGMDepth=32, Dynamic=false2021.03 | 8.07 | 53.2 | |
| HingeDepth=20, Dynamic=false2021.03 | 8.16 | 45.5 | |
| DHPDepth=20, Dynamic=false2021.03 | 8.46 | 51.8 | |
| DSADepth=20, Dynamic=false2021.03 | 8.62 | 50.3 | |
| FBSDepth=20, Dynamic=true2021.03 | 9.03 | 53.1 | |
| SFPDepth=20, Dynamic=false2021.03 | 9.17 | 42.2 | |
| MILDepth=32, Dynamic=false2021.03 | 9.26 | 31.2 | |
| FPGMDepth=20, Dynamic=false2021.03 | 9.56 | 54 |