FPGA Implementation of Deep Leaning Model for Video Analytics

• Published in: Computers, materials & continua Vol. 71; no. 1; pp. 791 - 808
• Main Authors: Nawaz Khayam, Khuram, Mehmood, Zahid, Nazeer Chaudhry, Hassan, Usman Ashraf, Muhammad, Tariq, Usman, Nawaf Altouri, Mohammed, Alsubhi, Khalid
• Format: Journal Article
• Language: English
• Published: Henderson Tech Science Press 2022
• Subjects: Algorithms; Artificial neural networks; Co-design; Complexity; Computational efficiency; Computer architecture; Energy efficiency; Field programmable gate arrays; Graphics processing units; Hardware; Image classification; Image processing; Machine learning; Neural networks; Parameter sensitivity; Video data

In recent years, deep neural networks have become a fascinating and influential research subject, and they play a critical role in video processing and analytics. Since, video analytics are predominantly hardware centric, exploration of implementing the deep neural networks in the hardware needs its...