no code implementations • 11 Oct 2021 • Dima Kilani, Baker Mohammad, Yasmin Halawani, Mohammed F. Tolba, Hani Saleh
The 5x4 C3PU consumed energy of 66. 4 fJ/MAC at 0. 3 V voltage supply with an error of 5. 7%.
no code implementations • 28 Apr 2021 • Mohammed F. Tolba, Huruy Tekle Tesfai, Hani Saleh, Baker Mohammad, Mahmoud Al-Qutayri
This leads to a repetition of the weights across the processing element (PE) array, which in turn enables the reuse of the DNN sub-computations (computational reuse) and leverage the same data (data reuse) to reduce DNNs computations, memory accesses, and improve energy efficiency albeit at the cost of increased training time.
no code implementations • 24 Jun 2017 • Mohammed E. Fathy, Ashraf S. Hussein, Mohammed F. Tolba
In addition, a new error criterion, Kanatani distance, was proposed and was proved to be the most effective for use during the outlier removal phase from accuracy and efficiency perspectives.