Accurate and compact convolutional neural network based on stochastic computing

• Main Authors: Abdellatef, Hamdan, Mohamed Khalil Hani, Mohamed Khalil Hani, Shaikh Husin, Nasir, Ayat, Sayed Omid
• Format: Article
• Published: Elsevier B.V. 2022
• Subjects: TK Electrical engineering. Electronics Nuclear engineering
• Online Access: http://eprints.utm.my/103390/; http://dx.doi.org/10.1016/j.neucom.2021.10.105

Convolutional Neural Networks (CNNs) achieve state-of-the-art performance in many recognition problems. However, CNN models are computation-intensive and require enormous resources and power, limiting their applicability in embedded systems with limited area and power budget. An alternative computin...