AIConfPaper
← Search

Chuanqi Han

2 accepted papers

2021

Gate Trimming: One-Shot Channel Pruning for Efficient Convolutional Neural Networks

Fang Yu, Chuanqi Han, Pengcheng Wang, Xi Huang, Li Cui
ICASSP 2021accepted

Channel pruning is a promising technique of model compression and acceleration because it reduces the space and time complexity of convolutional neural networks (CNNs) while maintaining their performance. In existing methods, channel pruning is performed by iterative optimization or training with sp…

Cited by 0Source ↗Scholar ↗
2021

Length No Longer Matters: A Real Length Adaptive Arrhythmia Classification Model with Multi-Scale Convolution

Chuanqi Han, Fang Yu, Peng Wang, Ruoran Huang, Xi Huang, Li Cui
ICASSP 2021accepted

Although lots of arrhythmia classification models based on deep neural networks have been proposed, most of them can only be directly applied to inputs of a fixed length, which means the raw ECG records need to be padded or truncated before being put into the model. However, this process brings two…

Cited by 0Source ↗Scholar ↗