Image Classification on MNIST Deepfool perturbed (test)
98.54AccuracyrSDNet
Evaluation Results
| Method | Links | |
|---|---|---|
| rSDNetbeta=0.5, lambda=0.52026.03 | 98.54 | |
| rSDNetbeta=0.3, lambda=02026.03 | 98.53 | |
| rSDNetbeta=0.3, lambda=-0.32026.03 | 98.47 | |
| SCELoss Function=SCE, alpha=0.5, beta=12026.03 | 98.46 | |
| rSDNetbeta=0.5, lambda=02026.03 | 98.46 | |
| rSDNetbeta=0.3, lambda=0.52026.03 | 98.46 | |
| FCLLoss Function=FCL, mu=02026.03 | 98.44 | |
| rSDNetbeta=0.1, lambda=-0.32026.03 | 98.44 | |
| rSDNetbeta=0.1, lambda=02026.03 | 98.44 | |
| GCELoss Function=GCE, q=0.52026.03 | 98.41 | |
| rSDNetbeta=0.7, lambda=0.52026.03 | 98.41 | |
| rSDNetbeta=0.1, lambda=-0.52026.03 | 98.38 | |
| rSDNetbeta=0.7, lambda=02026.03 | 98.37 | |
| rSDNetbeta=0.9, lambda=-12026.03 | 98.35 | |
| rSDNetbeta=0.5, lambda=-0.32026.03 | 98.34 | |
| CCELoss Function=CCE2026.03 | 98.33 | |
| FCLLoss Function=FCL, mu=0.252026.03 | 98.31 | |
| rSDNetbeta=0.5, lambda=-12026.03 | 98.3 | |
| rSDNetbeta=0.9, lambda=-0.32026.03 | 98.29 | |
| rSDNetbeta=0.5, lambda=-0.72026.03 | 98.26 | |
| rSDNetbeta=0.7, lambda=-0.32026.03 | 98.26 | |
| rSDNetbeta=0.5, lambda=-0.52026.03 | 98.25 | |
| rSDNetbeta=0.1, lambda=-0.72026.03 | 98.23 | |
| rSDNetbeta=0.9, lambda=-0.52026.03 | 98.23 | |
| rSDNetbeta=1, lambda=02026.03 | 98.23 | |
| rSDNetbeta=0.3, lambda=-0.52026.03 | 98.22 | |
| rSDNetbeta=0.9, lambda=0.52026.03 | 98.22 | |
| rSDNetbeta=0.1, lambda=-12026.03 | 98.21 | |
| rSDNetbeta=0.9, lambda=-0.72026.03 | 98.19 | |
| rSDNetbeta=0.7, lambda=-0.52026.03 | 98.18 | |
| rSDNetbeta=0.7, lambda=-0.72026.03 | 98.17 | |
| rSDNetbeta=0.7, lambda=-12026.03 | 98.14 | |
| rSDNetbeta=0.3, lambda=-12026.03 | 98.12 | |
| GCELoss Function=GCE, q=0.72026.03 | 98.11 | |
| rSDNetbeta=0.3, lambda=-0.72026.03 | 98.08 | |
| MAELoss Function=MAE2026.03 | 98.07 | |
| rSDNetbeta=0.1, lambda=0.52026.03 | 97.71 | |
| TCCELoss Function=TCCE, alpha=0.12026.03 | 95.74 | |
| TCCELoss Function=TCCE, alpha=0.22026.03 | 91.47 | |
| TCCELoss Function=TCCE, alpha=0.32026.03 | 87.33 | |
| FCLLoss Function=FCL, mu=0.752026.03 | 10.25 | |
| FCLLoss Function=FCL, mu=0.52026.03 | 10.16 |