no code implementations • 29 Sep 2021 • Jun Fang, Li Yang, Chengyao Shen, Hamzah Abdel-Aziz, David Thorsley, Joseph Hassoun
In this work, we continue the effort to reduce the training cost of OFA methods.
no code implementations • 27 Jan 2021 • Hamzah Abdel-Aziz, Ali Shafiee, Jong Hoon Shin, Ardavan Pedram, Joseph H. Hassoun
We present novel optimizations based on the above observations to reduce the FP arithmetic hardware overheads.
3 code implementations • ECCV 2020 • Jun Fang, Ali Shafiee, Hamzah Abdel-Aziz, David Thorsley, Georgios Georgiadis, Joseph Hassoun
Quantization plays an important role in the energy-efficient deployment of deep neural networks on resource-limited devices.