Sunday, October 17, 2021

An Acceleration Method Based on Deep Learning and Multilinear Feature Space


Author :  Michel Vinagreiro

Affiliation :  Escola Politecnica da Universidade de Sao Paulo (EPUSP)

Category :  Computer Science & Information Technology

Volume, Issue, Month, Year :  12, 5, September, 2021

Abstract :

Computer vision plays a crucial role in Advanced Assistance Systems. Most computer vision systems are based on Deep Convolutional Neural Networks (deep CNN) architectures. However, the high computational resource to run a CNN algorithm is demanding. Therefore, the methods to speed up computation have become a relevant research issue. Even though several works on architecture reduction found in the literature have not yet been achieved satisfactory results for embedded real-time system applications. 

Keyword :  Convolutional Neural Networks, Deep CNN model Acceleration, Advanced Driver Assistance Systems

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