Search Results for author: Ahmad Shawahna

Found 3 papers, 0 papers with code

Optimization of FPGA-based CNN Accelerators Using Metaheuristics

no code implementations22 Sep 2022 Sadiq M. Sait, Aiman El-Maleh, Mohammad Altakrouri, Ahmad Shawahna

However, the growing complexity of CNN architectures makes optimizing the resources available on the target FPGA device to deliver optimal performance more challenging.

FxP-QNet: A Post-Training Quantizer for the Design of Mixed Low-Precision DNNs with Dynamic Fixed-Point Representation

no code implementations22 Mar 2022 Ahmad Shawahna, Sadiq M. Sait, Aiman El-Maleh, Irfan Ahmad

Deep neural networks (DNNs) have demonstrated their effectiveness in a wide range of computer vision tasks, with the state-of-the-art results obtained through complex and deep structures that require intensive computation and memory.

Quantization

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