A Channel Pruning Algorithm Based on Depth-Wise Separable Convolution Unit
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Access"
DOI: 10.1109/access.2019.2956976
Abstract: Deep learning has made significant progress in many fields such as image identification, speech recognition and natural language processing, especially in the field of computer vision. The better performance of the neural network often built… read more here.
Keywords: channel pruning; separable convolution; pruning algorithm; depth wise ... See more keywords
A Novel Pruning Algorithm for Smoothing Feedforward Neural Networks Based on Group Lasso Method
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Transactions on Neural Networks and Learning Systems"
DOI: 10.1109/tnnls.2017.2748585
Abstract: In this paper, we propose four new variants of the backpropagation algorithm to improve the generalization ability for feedforward neural networks. The basic idea of these methods stems from the Group Lasso concept which deals… read more here.
Keywords: neural networks; novel pruning; group; pruning algorithm ... See more keywords