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ResearchFormerly WizWand

Image Classification on CIFAR100 Noise (val)

0.003Brier ScoreGSD
0.002760.004380.0060.00762Oct 27, 2021
Updated 8mo ago

Evaluation results

MethodLinks
GSDBackbone=ResNet-18, Noise-level=12021.100.003
Deep EnsembleBackbone=ResNet-18, Noise-level=12021.100.005
MCDOBackbone=ResNet-18, Noise-level=12021.100.005
ResNetBackbone=ResNet-18, Noise-level=12021.100.005
GSDBackbone=ResNet-18, Noise-level=22021.100.005
Deep EnsembleBackbone=ResNet-18, Noise-level=22021.100.006
MCDOBackbone=ResNet-18, Noise-level=22021.100.006
ResNetBackbone=ResNet-18, Noise-level=22021.100.006
Deep EnsembleBackbone=ResNet-18, Noise-level=32021.100.006
MCDOBackbone=ResNet-18, Noise-level=32021.100.006
GSDBackbone=ResNet-18, Noise-level=32021.100.006
ResNetBackbone=ResNet-18, Noise-level=32021.100.007
Deep EnsembleBackbone=ResNet-18, Noise-level=42021.100.007
MCDOBackbone=ResNet-18, Noise-level=42021.100.007
ResNetBackbone=ResNet-18, Noise-level=42021.100.007
GSDBackbone=ResNet-18, Noise-level=42021.100.007
Deep EnsembleBackbone=ResNet-18, Noise-level=52021.100.008
GSDBackbone=ResNet-18, Noise-level=52021.100.008
MCDOBackbone=ResNet-18, Noise-level=52021.100.009
ResNetBackbone=ResNet-18, Noise-level=52021.100.009