Search Results for author: Mohammed F. Tolba

Found 3 papers, 0 papers with code

Deep Neural Networks Based Weight Approximation and Computation Reuse for 2-D Image Classification

no code implementations28 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.

Image Classification

Fundamental Matrix Estimation: A Study of Error Criteria

no code implementations24 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.

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