Image Classification on CIFAR-10 (val) (Adversarial Robustness Metrics)
95.01Accuracy (Natural)Standard
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| StandardCategory=Standard, Backbone Params (M)=46.2, Backbone FLOPs (G)=6.72021.08 | 95.01 | 0 | 0 | 0 | 0 | |
| FATCategory=Adversarial Training, Backbone Params (M)=46.2, Backbone FLOPs (G)=6.72021.08 | 89.34 | 65.52 | 46.13 | 46.82 | — | |
| TRADES-1Category=Adversarial Training, Backbone Params (M)=46.2, Backbone FLOPs (G)=6.72021.08 | 88.64 | — | 48.9 | — | 51.26 | |
| PGD-7Category=Adversarial Training, Backbone Params (M)=46.2, Backbone FLOPs (G)=6.72021.08 | 87.25 | 56.1 | 45.84 | 45.29 | — | |
| NADAR-ACategory=Dilation, Backbone Params (M)=46.2, Architecture Params (M)=3.6, Backbone FLOPs (G)=6.7, Architecture FLOPs (G)=0.62021.08 | 86.61 | 59.98 | 52.84 | 52.54 | 57.72 | |
| NADAR-BCategory=Dilation, Backbone Params (M)=46.2, Architecture Params (M)=4.4, Backbone FLOPs (G)=6.7, Architecture FLOPs (G)=0.72021.08 | 86.23 | 60.46 | 53.43 | 53.06 | 58.43 | |
| FreeAT-8Category=Adversarial Training, Backbone Params (M)=46.2, Backbone FLOPs (G)=6.72021.08 | 85.96 | — | 46.82 | 46.19 | — | |
| TRADES-6Category=Adversarial Training, Backbone Params (M)=46.2, Backbone FLOPs (G)=6.72021.08 | 84.92 | — | 56.43 | — | 57.95 | |
| PC-DARTSCategory=Standard NAS, Architecture Params (M)=3.6, Architecture FLOPs (G)=0.62021.08 | 83.94 | 52.67 | 41.92 | — | 49.09 | |
| RACLCategory=Robust NAS, Architecture Params (M)=3.6, Architecture FLOPs (G)=0.52021.08 | 83.89 | 57.44 | 49.34 | — | 54.73 | |
| DARTSCategory=Standard NAS, Architecture Params (M)=3.3, Architecture FLOPs (G)=0.52021.08 | 83.75 | 55.75 | 44.91 | — | 51.63 | |
| NASNetCategory=Standard NAS, Architecture Params (M)=3.8, Architecture FLOPs (G)=0.62021.08 | 83.66 | 55.67 | 48.02 | — | 53.05 | |
| AmoebaNetCategory=Standard NAS, Architecture Params (M)=3.2, Architecture FLOPs (G)=0.52021.08 | 83.41 | 56.4 | 39.47 | — | 47.6 | |
| RobNet-largeCategory=Robust NAS, Architecture Params (M)=6.92021.08 | 78.57 | 54.98 | 49.44 | 49.24 | 49.92 | |
| RobNet-mediumCategory=Robust NAS, Architecture Params (M)=5.72021.08 | 78.33 | 54.55 | 49.13 | 48.96 | 49.34 | |
| RobNet-smallCategory=Robust NAS, Architecture Params (M)=4.42021.08 | 78.05 | 53.93 | 48.32 | 48.08 | 48.98 |