77 citations · 113 across the 10 of their papers we have counts for
4 papers · 1 filter
Convolution Based Spectral Partitioning Architecture for Hyperspectral Image Classification
Ringo S. W. Chu, Ho-Cheung Ng, Xiwei Wang +1
Hyperspectral images (HSIs) can distinguish materials with high number of spectral bands, which is widely adopted in remote sensing applications and benefits in high accuracy land…
Deep Neural Network Approximation for Custom Hardware: Where We've Been, Where We're Going
Erwei Wang, James J. Davis, Ruizhe Zhao +5
Deep neural networks have proven to be particularly effective in visual and audio recognition tasks. Existing models tend to be computationally expensive and memory intensive, howe…
Efficient Structured Pruning and Architecture Searching for Group Convolution
Ruizhe Zhao, Wayne Luk
Efficient inference of Convolutional Neural Networks is a thriving topic recently. It is desirable to achieve the maximal test accuracy under given inference budget constraints whe…
Towards Efficient Convolutional Neural Network for Domain-Specific Applications on FPGA
Ruizhe Zhao, Ho-Cheung Ng, Wayne Luk +1
FPGA becomes a popular technology for implementing Convolutional Neural Network (CNN) in recent years. Most CNN applications on FPGA are domain-specific, e.g., detecting objects fr…