Image Classification on CIFAR-10 (test) (Clean & VRA Metrics)
82.1Clean AccuracyGloRo + EMMA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GloRo + EMMAArchitecture=LiResNet, Specification=12L512W, #Param. (M)=49, Data Augmentation=DDPM2023.01 | 82.1 | 70.1 | |
| GloRo + EMMAArchitecture=LiResNet, Specification=12L512W, #Param. (M)=492023.01 | 81.3 | 66.9 | |
| GloRo + EMMAArchitecture=LiResNet, Specification=6L128W, #Param. (M)=52023.01 | 78.7 | 64.4 | |
| CPLArchitecture=ResNet, Specification=XL, #Param. (M)=2362023.01 | 78.5 | 64.4 | |
| Local-Lip NetArchitecture=ConvNet, Specification=6C2F, #Param. (M)=22023.01 | 77.4 | 60.7 | |
| GloRoArchitecture=ConvNet, Specification=6C2F, #Param. (M)=22023.01 | 77 | 60 | |
| SOC (HH+CR)Architecture=ConvNet, Specification=LipConv-20, #Param. (M)=272023.01 | 76.4 | 63 | |
| CayleyArchitecture=ConvNet, Specification=4C3F, #Param. (M)=32023.01 | 75.3 | 59.2 | |
| BCOPArchitecture=ConvNet, Specification=6C2F, #Param. (M)=22023.01 | 75.1 | 58.3 | |
| SLLArchitecture=ResNet, Specification=XL, #Param. (M)=2362023.01 | 73.3 | 65.8 |