62 citations · 150 across the 8 of their papers we have counts for
Showing 2020Show all
3 papers · 1 filter
cs.LG2020
Optimizing Grouped Convolutions on Edge Devices
Perry Gibson, José Cano, Jack Turner +3
When deploying a deep neural network on constrained hardware, it is possible to replace the network's standard convolutions with grouped convolutions. This allows for substantial m…
cs.LG2020★ 43 cited
Neural Architecture Search without Training
Joseph Mellor, Jack Turner, Amos Storkey +1
The time and effort involved in hand-designing deep neural networks is immense. This has prompted the development of Neural Architecture Search (NAS) techniques to automate this de…
cs.LG2020
Performance Aware Convolutional Neural Network Channel Pruning for Embedded GPUs
Valentin Radu, Kuba Kaszyk, Yuan Wen +6
Convolutional Neural Networks (CNN) are becoming a common presence in many applications and services, due to their superior recognition accuracy. They are increasingly being used o…