Image Classification on MNIST CW perturbed (test)
98.15AccuracyCCE
Evaluation Results
| Method | Links | |
|---|---|---|
| CCELoss Function=CCE2026.03 | 98.15 | |
| FCLLoss Function=FCL, mu=02026.03 | 98.1 | |
| SCELoss Function=SCE, alpha=0.5, beta=12026.03 | 98.09 | |
| rSDNetbeta=0.3, lambda=0.52026.03 | 98.09 | |
| rSDNetbeta=0.5, lambda=0.52026.03 | 98.09 | |
| rSDNetbeta=0.3, lambda=02026.03 | 98.08 | |
| rSDNetbeta=0.1, lambda=02026.03 | 98.07 | |
| rSDNetbeta=0.7, lambda=0.52026.03 | 98.05 | |
| rSDNetbeta=0.7, lambda=-0.52026.03 | 97.97 | |
| rSDNetbeta=0.1, lambda=-0.32026.03 | 97.97 | |
| GCELoss Function=GCE, q=0.72026.03 | 97.96 | |
| rSDNetbeta=0.3, lambda=-0.52026.03 | 97.96 | |
| rSDNetbeta=0.9, lambda=-0.72026.03 | 97.95 | |
| rSDNetbeta=0.5, lambda=-0.32026.03 | 97.94 | |
| FCLLoss Function=FCL, mu=0.252026.03 | 97.93 | |
| rSDNetbeta=0.3, lambda=-12026.03 | 97.93 | |
| rSDNetbeta=0.5, lambda=02026.03 | 97.93 | |
| rSDNetbeta=0.7, lambda=-0.72026.03 | 97.92 | |
| rSDNetbeta=0.7, lambda=-0.32026.03 | 97.92 | |
| rSDNetbeta=0.9, lambda=-12026.03 | 97.91 | |
| rSDNetbeta=0.5, lambda=-0.72026.03 | 97.9 | |
| rSDNetbeta=0.5, lambda=-0.52026.03 | 97.89 | |
| rSDNetbeta=0.9, lambda=-0.32026.03 | 97.89 | |
| GCELoss Function=GCE, q=0.52026.03 | 97.88 | |
| rSDNetbeta=0.5, lambda=-12026.03 | 97.88 | |
| rSDNetbeta=0.1, lambda=-0.72026.03 | 97.88 | |
| rSDNetbeta=1, lambda=02026.03 | 97.88 | |
| rSDNetbeta=0.1, lambda=-0.52026.03 | 97.87 | |
| rSDNetbeta=0.3, lambda=-0.32026.03 | 97.87 | |
| rSDNetbeta=0.7, lambda=02026.03 | 97.87 | |
| rSDNetbeta=0.9, lambda=-0.52026.03 | 97.85 | |
| rSDNetbeta=0.9, lambda=0.52026.03 | 97.85 | |
| rSDNetbeta=0.3, lambda=-0.72026.03 | 97.84 | |
| rSDNetbeta=0.7, lambda=-12026.03 | 97.81 | |
| rSDNetbeta=0.1, lambda=-12026.03 | 97.74 | |
| MAELoss Function=MAE2026.03 | 97.7 | |
| rSDNetbeta=0.1, lambda=0.52026.03 | 97.02 | |
| TCCELoss Function=TCCE, alpha=0.12026.03 | 95.49 | |
| TCCELoss Function=TCCE, alpha=0.22026.03 | 91.84 | |
| TCCELoss Function=TCCE, alpha=0.32026.03 | 88.08 | |
| FCLLoss Function=FCL, mu=0.752026.03 | 10.29 | |
| FCLLoss Function=FCL, mu=0.52026.03 | 10.14 |