Image Classification on MNIST PGD perturbed (test)
99.58AccuracyrSDNet
Evaluation results
| Method | Links | |
|---|---|---|
| rSDNetbeta=0.3, lambda=-12026.03 | 99.58 | |
| rSDNetbeta=0.1, lambda=-12026.03 | 99.57 | |
| rSDNetbeta=0.9, lambda=-0.72026.03 | 99.57 | |
| rSDNetbeta=0.3, lambda=-0.52026.03 | 99.56 | |
| rSDNetbeta=0.1, lambda=-0.32026.03 | 99.56 | |
| rSDNetbeta=0.9, lambda=0.52026.03 | 99.56 | |
| rSDNetbeta=0.5, lambda=-12026.03 | 99.55 | |
| rSDNetbeta=0.5, lambda=-0.72026.03 | 99.55 | |
| rSDNetbeta=0.9, lambda=-0.52026.03 | 99.55 | |
| rSDNetbeta=0.7, lambda=-0.32026.03 | 99.55 | |
| rSDNetbeta=0.9, lambda=-0.32026.03 | 99.55 | |
| rSDNetbeta=0.5, lambda=02026.03 | 99.55 | |
| rSDNetbeta=1, lambda=02026.03 | 99.55 | |
| rSDNetbeta=0.7, lambda=-12026.03 | 99.54 | |
| rSDNetbeta=0.9, lambda=-12026.03 | 99.54 | |
| rSDNetbeta=0.1, lambda=-0.72026.03 | 99.54 | |
| rSDNetbeta=0.7, lambda=-0.52026.03 | 99.54 | |
| rSDNetbeta=0.3, lambda=-0.32026.03 | 99.54 | |
| rSDNetbeta=0.3, lambda=-0.72026.03 | 99.53 | |
| rSDNetbeta=0.7, lambda=-0.72026.03 | 99.53 | |
| rSDNetbeta=0.1, lambda=-0.52026.03 | 99.53 | |
| rSDNetbeta=0.5, lambda=-0.32026.03 | 99.53 | |
| rSDNetbeta=0.5, lambda=-0.52026.03 | 99.52 | |
| rSDNetbeta=0.7, lambda=02026.03 | 99.52 | |
| rSDNetbeta=0.5, lambda=0.52026.03 | 99.52 | |
| rSDNetbeta=0.3, lambda=02026.03 | 99.5 | |
| CCELoss Function=CCE2026.03 | 99.49 | |
| rSDNetbeta=0.1, lambda=02026.03 | 99.49 | |
| SCELoss Function=SCE, alpha=0.5, beta=12026.03 | 99.48 | |
| rSDNetbeta=0.7, lambda=0.52026.03 | 99.48 | |
| rSDNetbeta=0.3, lambda=0.52026.03 | 99.47 | |
| FCLLoss Function=FCL, mu=02026.03 | 99.45 | |
| rSDNetbeta=0.1, lambda=0.52026.03 | 99.44 | |
| GCELoss Function=GCE, q=0.52026.03 | 99.13 | |
| MAELoss Function=MAE2026.03 | 99.1 | |
| GCELoss Function=GCE, q=0.72026.03 | 99.1 | |
| TCCELoss Function=TCCE, alpha=0.12026.03 | 98.7 | |
| FCLLoss Function=FCL, mu=0.252026.03 | 96.84 | |
| TCCELoss Function=TCCE, alpha=0.22026.03 | 94.34 | |
| TCCELoss Function=TCCE, alpha=0.32026.03 | 88.23 | |
| FCLLoss Function=FCL, mu=0.752026.03 | 10.52 | |
| FCLLoss Function=FCL, mu=0.52026.03 | 10.12 |