167 citations · 914 across the 103 of their papers we have counts for
3 papers · 1 filter
Structured Binary Neural Networks for Accurate Image Classification and Semantic Segmentation
Bohan Zhuang, Chunhua Shen, Mingkui Tan +2
In this paper, we propose to train convolutional neural networks (CNNs) with both binarized weights and activations, leading to quantized models specifically} for mobile devices wi…
Discrimination-aware Channel Pruning for Deep Neural Networks
Zhuangwei Zhuang, Mingkui Tan, Bohan Zhuang +5
Channel pruning is one of the predominant approaches for deep model compression. Existing pruning methods either train from scratch with sparsity constraints on channels, or minimi…
Training Compact Neural Networks with Binary Weights and Low Precision Activations
Bohan Zhuang, Chunhua Shen, Ian Reid
In this paper, we propose to train a network with binary weights and low-bitwidth activations, designed especially for mobile devices with limited power consumption. Most previous…