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ResearchFormerly WizWand

Image Classification on CIFAR10 Noise (val)

0.021Brier ScoreDeep Ensemble
0.019120.031810.04450.05719Oct 27, 2021
Updated 8mo ago

Evaluation results

MethodLinks
Deep EnsembleBackbone=ResNet-18, Noise-level=12021.100.021
GSDBackbone=ResNet-18, Noise-level=12021.100.022
MCDOBackbone=ResNet-18, Noise-level=12021.100.024
ResNetBackbone=ResNet-18, Noise-level=12021.100.025
Deep EnsembleBackbone=ResNet-18, Noise-level=22021.100.028
MCDOBackbone=ResNet-18, Noise-level=22021.100.03
GSDBackbone=ResNet-18, Noise-level=22021.100.03
Deep EnsembleBackbone=ResNet-18, Noise-level=32021.100.03
MCDOBackbone=ResNet-18, Noise-level=32021.100.032
ResNetBackbone=ResNet-18, Noise-level=22021.100.034
GSDBackbone=ResNet-18, Noise-level=32021.100.034
ResNetBackbone=ResNet-18, Noise-level=32021.100.038
Deep EnsembleBackbone=ResNet-18, Noise-level=42021.100.041
GSDBackbone=ResNet-18, Noise-level=42021.100.043
MCDOBackbone=ResNet-18, Noise-level=42021.100.046
ResNetBackbone=ResNet-18, Noise-level=42021.100.05
Deep EnsembleBackbone=ResNet-18, Noise-level=52021.100.052
GSDBackbone=ResNet-18, Noise-level=52021.100.056
MCDOBackbone=ResNet-18, Noise-level=52021.100.057
ResNetBackbone=ResNet-18, Noise-level=52021.100.068