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ResearchFormerly WizWand

Image Classification on CIFAR100 (test) (Top1/Top5 Accuracy)

82.22Top-1 AccLookaround
73.01675.405577.79580.1845Jun 13, 2023
Updated 8mo ago

Evaluation results

MethodLinks
LookaroundBackbone=ResNet152, Resolution=32x32, Initialization=random2023.0682.2296.4
LookaroundBackbone=ResNet101, Resolution=32x32, Initialization=random2023.0681.9796.15
LookaroundBackbone=ResNet50, Resolution=32x32, Initialization=random2023.0681.695.99
LookaheadBackbone=ResNet152, Resolution=32x32, Initialization=random2023.0681.3695.77
LookaheadBackbone=ResNet101, Resolution=32x32, Initialization=random2023.0681.1495.84
LookaroundBackbone=ResNext50, Resolution=32x32, Initialization=random2023.0681.1496.12
SWABackbone=ResNet152, Resolution=32x32, Initialization=random2023.0680.8695.43
SWABackbone=ResNet101, Resolution=32x32, Initialization=random2023.0680.5395.39
SWADBackbone=ResNet50, Resolution=32x32, Initialization=random2023.0680.1995.46
SWABackbone=ResNet50, Resolution=32x32, Initialization=random2023.0680.1795.56
SGDMBackbone=ResNet152, Resolution=32x32, Initialization=random2023.0680.1695.49
LookaheadBackbone=ResNext50, Resolution=32x32, Initialization=random2023.0680.1295.26
LookaheadBackbone=ResNet50, Resolution=32x32, Initialization=random2023.0680.0695.24
SWADBackbone=ResNet152, Resolution=32x32, Initialization=random2023.068095.36
SWADBackbone=ResNet101, Resolution=32x32, Initialization=random2023.0679.9295.09
SGDMBackbone=ResNet101, Resolution=32x32, Initialization=random2023.0679.9195.54
SGDMBackbone=ResNet50, Resolution=32x32, Initialization=random2023.0679.6195.21
SWADBackbone=ResNext50, Resolution=32x32, Initialization=random2023.0679.2795.17
SWABackbone=ResNext50, Resolution=32x32, Initialization=random2023.0679.1494.96
SGDMBackbone=ResNext50, Resolution=32x32, Initialization=random2023.0679.194.86
LookaroundBackbone=VGG19, Resolution=32x32, Initialization=random2023.0674.2991.15
LookaheadBackbone=VGG19, Resolution=32x32, Initialization=random2023.0674.0290.68
SGDMBackbone=VGG19, Resolution=32x32, Initialization=random2023.0673.8491.09
SWABackbone=VGG19, Resolution=32x32, Initialization=random2023.0673.6290.89
SWADBackbone=VGG19, Resolution=32x32, Initialization=random2023.0673.3789.93