Research Article

Differentiable Network Pruning via Polarization of Probabilistic Channelwise Soft Masks

Table 1

Setting of hyperparameters and for ResNet56 on CIFAR-10 and ResNet50 on ImageNet.

DatasetsNetworktFLOPs (%)

CIFAR-10ResNet560.00040.254.60
0.866.84
1.275.62

ImageNetResNet500.00005āˆ’0.253.07
0.265.91
0.572.43