Search Results - "Liang, Tailin"
-
1
Pruning and quantization for deep neural network acceleration: A survey
Published in Neurocomputing (Amsterdam) (21-10-2021)“…Deep neural networks have been applied in many applications exhibiting extraordinary abilities in the field of computer vision. However, complex network…”
Get full text
Journal Article -
2
TCX: A Programmable Tensor Processor
Published in 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE) (14-03-2022)“…Neural network processors and accelerators are domain-specific architectures deployed to solve the high computational requirements of deep learning algorithms…”
Get full text
Conference Proceeding -
3
Pruning and Quantization for Deep Neural Network Acceleration: A Survey
Published 24-01-2021“…Deep neural networks have been applied in many applications exhibiting extraordinary abilities in the field of computer vision. However, complex network…”
Get full text
Journal Article -
4
Dynamic Runtime Feature Map Pruning
Published 24-12-2018“…High bandwidth requirements are an obstacle for accelerating the training and inference of deep neural networks. Most previous research focuses on reducing the…”
Get full text
Journal Article -
5
Heterogeneous Edge CNN Hardware Accelerator
Published in 2020 International Conference on Wireless Communications and Signal Processing (WCSP) (21-10-2020)“…We describe a programmable and scalable Convolutional Neural Network (CNN) hardware accelerator optimized for mobile and edge inference computing. The…”
Get full text
Conference Proceeding