Table 6 Comparison with the original SWP on D03
From: A statistical approach for neural network pruning with application to internet of things
Backbone | Metrics | Params | FLOPS | Accuracy |
|---|---|---|---|---|
VGG16 | Baseline | 14.76 M | 627.37 M | 97.40% |
Original (\(\alpha =1e-5\)) | 3.32 M | 341.65 M | 97.35% | |
Ours (\(\alpha =1e-5\), \(T=0.0001\)) | 4.43 M | 375.68 M | 97.43% |