OpenCL-based hardware-software co-design methodology for image processing implementation on heterogeneous FPGA platform. - Sayed Omid Ayat; Mohamed Khalil Hani; Rabia Bakhteri (ICCSCE, 2015)

Optimizing FPGA-based CNN accelerator for energy efficiency with an extended Roofline model. - Sayed Omid Ayat; Mohamed Khalil Hani; Ab Al-Hadi Ab Rahman (Turkish J. Electr. Eng. Comput. Sci., 2018)

Spectral-based convolutional neural network without multiple spatial-frequency domain switchings. - Sayed Omid Ayat; Mohamed Khalil Hani; Ab Al-Hadi Ab Rahman; Hamdan Abdellatef (Neurocomputing, 2019)

Low-area and accurate inner product and digital filters based on stochastic computing. - Hamdan Abdellatef; Mohamed Khalil Hani; Nasir Shaikh-Husin; Sayed Omid Ayat (Signal Process., 2021)

A Compact Spectral Model for Convolutional Neural Network. - Sayed Omid Ayat; Shahriyar Masud Rizvi; Hamdan Abdellatef; Ab Al-Hadi Ab Rahman; Shahidatul Sadiah Abdul Manan (FTC (1), 2022)

Accurate and compact convolutional neural network based on stochastic computing. - Hamdan Abdellatef; Mohamed Khalil Hani; Nasir Shaikh-Husin; Sayed Omid Ayat (Neurocomputing, 2022)