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ResearchFormerly WizWand

Image Classification on CIFAR-10 (test) (NLL, JS-Distance, ECE)

0.2042NLLDNN_dense
0.2006840.2244170.248150.271883Oct 1, 2021
Updated 8mo ago

Evaluation results

MethodLinks
DNN_denseModel=ResNet32, Pruning Ratio=100%2021.100.20426.76992.613
BNN_averageModel=ResNet32, Pruning Ratio=9.99%2021.100.21169.45491.32
BNN_annealModel=ResNet32, Pruning Ratio=9.97%2021.100.22188.54471.92
DNN_denseModel=ResNet20, Pruning Ratio=100%2021.100.22767.91182.627
BNN_averageModel=ResNet20, Pruning Ratio=19.85%2021.100.23237.70071.73
BNN_annealModel=ResNet20, Pruning Ratio=19.80%2021.100.24416.44352.33
BNN_averageModel=ResNet20, Pruning Ratio=9.88%2021.100.25289.96411.13
BNN_averageModel=ResNet32, Pruning Ratio=4.77%2021.100.25877.01171
BNN_annealModel=ResNet20, Pruning Ratio=9.95%2021.100.261810.12511.75
BNN_annealModel=ResNet32, Pruning Ratio=4.88%2021.100.26766.8441.49
DPFModel=ResNet32, Pruning Ratio=10%2021.100.26777.86933.64
DPFModel=ResNet20, Pruning Ratio=10%2021.100.28337.57122.94
DPFModel=ResNet20, Pruning Ratio=20%2021.100.28747.73293.91
DPFModel=ResNet32, Pruning Ratio=5%2021.100.29216.3992.76