14 citations · 16 across the 4 of their papers we have counts for
4 papers · 1 filter
Razor SNN: Efficient Spiking Neural Network with Temporal Embeddings
Yuan Zhang, Jian Cao, Ling Zhang +3
The event streams generated by dynamic vision sensors (DVS) are sparse and non-uniform in the spatial domain, while still dense and redundant in the temporal domain. Although spiki…
AdaPruner: Adaptive Channel Pruning and Effective Weights Inheritance
Xiangcheng Liu, Jian Cao, Hongyi Yao +2
Channel pruning is one of the major compression approaches for deep neural networks. While previous pruning methods have mostly focused on identifying unimportant channels, channel…
An Once-for-All Budgeted Pruning Framework for ConvNets Considering Input Resolution
Wenyu Sun, Jian Cao, Pengtao Xu +2
We propose an efficient once-for-all budgeted pruning framework (OFARPruning) to find many compact network structures close to winner tickets in the early training stage considerin…
Layer Pruning via Fusible Residual Convolutional Block for Deep Neural Networks
Pengtao Xu, Jian Cao, Fanhua Shang +2
In order to deploy deep convolutional neural networks (CNNs) on resource-limited devices, many model pruning methods for filters and weights have been developed, while only a few t…