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cs.CV2021
SMOF: Squeezing More Out of Filters Yields Hardware-Friendly CNN Pruning
Yanli Liu, Bochen Guan, Qinwen Xu +2
For many years, the family of convolutional neural networks (CNNs) has been a workhorse in deep learning. Recently, many novel CNN structures have been designed to address increasi…
cs.CV2019
SpecNet: Spectral Domain Convolutional Neural Network
Bochen Guan, Jinnian Zhang, William A. Sethares +2
The memory consumption of most Convolutional Neural Network (CNN) architectures grows rapidly with increasing depth of the network, which is a major constraint for efficient networ…