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Image Classification on FGSM (test)

97.79AccuracyrSDNet
4.980429.075253.1777.2648Aug 21, 2022Mar 26, 2023Oct 30, 2023Jun 3, 2024Jan 7, 2025Aug 12, 2025Mar 18, 2026
Updated 7mo ago

Evaluation results

MethodLinks
rSDNetbeta=0.3, lambda=0.52026.0397.79
CCELoss Function=CCE2026.0397.76
rSDNetbeta=0.1, lambda=-0.32026.0397.75
FCLLoss Function=FCL, mu=02026.0397.73
rSDNetbeta=0.1, lambda=02026.0397.68
SCELoss Function=SCE, alpha=0.5, beta=12026.0397.65
rSDNetbeta=0.9, lambda=-0.32026.0397.64
rSDNetbeta=0.3, lambda=-0.32026.0397.63
rSDNetbeta=0.3, lambda=02026.0397.63
rSDNetbeta=0.7, lambda=02026.0397.6
rSDNetbeta=0.5, lambda=-0.52026.0397.59
rSDNetbeta=0.5, lambda=-0.32026.0397.57
rSDNetbeta=0.9, lambda=0.52026.0397.57
rSDNetbeta=0.3, lambda=-0.52026.0397.56
rSDNetbeta=1, lambda=02026.0397.55
rSDNetbeta=0.5, lambda=0.52026.0397.55
rSDNetbeta=0.7, lambda=0.52026.0397.55
rSDNetbeta=0.7, lambda=-12026.0397.53
rSDNetbeta=0.5, lambda=-0.72026.0397.53
rSDNetbeta=0.9, lambda=-0.52026.0397.53
rSDNetbeta=0.9, lambda=-12026.0397.52
rSDNetbeta=0.7, lambda=-0.52026.0397.51
rSDNetbeta=0.1, lambda=-0.72026.0397.5
rSDNetbeta=0.5, lambda=-12026.0397.49
rSDNetbeta=0.1, lambda=-0.52026.0397.49
rSDNetbeta=0.7, lambda=-0.32026.0397.49
rSDNetbeta=0.7, lambda=-0.72026.0397.48
rSDNetbeta=0.9, lambda=-0.72026.0397.47
rSDNetbeta=0.1, lambda=0.52026.0397.47
GCELoss Function=GCE, q=0.72026.0397.45
MAELoss Function=MAE2026.0397.44
rSDNetbeta=0.3, lambda=-12026.0397.43
rSDNetbeta=0.5, lambda=02026.0397.41
rSDNetbeta=0.3, lambda=-0.72026.0397.38
FCLLoss Function=FCL, mu=0.252026.0397.33
GCELoss Function=GCE, q=0.52026.0397.3
rSDNetbeta=0.1, lambda=-12026.0397.26
TCCELoss Function=TCCE, alpha=0.12026.0393.83
TCCELoss Function=TCCE, alpha=0.22026.0391.17
TCCELoss Function=TCCE, alpha=0.32026.0384.21
HMixBackbone=ResNet-502022.0834.98
CutMixBackbone=ResNet-502022.0833.63
GMixBackbone=ResNet-502022.0831.02
MixupBackbone=ResNet-502022.0827.78
FCLLoss Function=FCL, mu=0.752026.0310.03
FCLLoss Function=FCL, mu=0.52026.039.99
Vanilla (no MDSA)Backbone=ResNet-502022.088.55