16 citations · 16 across the 2 of their papers we have counts for
2 papers
cs.CV2022
DRESS: Dynamic REal-time Sparse Subnets
Zhongnan Qu, Syed Shakib Sarwar, Xin Dong +3
The limited and dynamically varied resources on edge devices motivate us to deploy an optimized deep neural network that can adapt its sub-networks to fit in different resource con…
cs.LG2022★ 16 cited
Power-of-Two Quantization for Low Bitwidth and Hardware Compliant Neural Networks
Dominika Przewlocka-Rus, Syed Shakib Sarwar, H. Ekin Sumbul +2
Deploying Deep Neural Networks in low-power embedded devices for real time-constrained applications requires optimization of memory and computational complexity of the networks, us…