A Novel Approach to Develop Low Power MACs for 2D Image Filtering

Samanth, Rashmi and Kedlaya, Vishnumurthy K and Nayak, Subramanya G (2021) A Novel Approach to Develop Low Power MACs for 2D Image Filtering. IEEE Access, 9. ISSN 2169-3536

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Abstract

In emerging technologies, a vital role is played by ASIC designs in processor operations. There is a necessity to develop such a processor composed of low power blocks. This paper discusses the design exploration of the fixed-point multiply-accumulate unit to achieve high-speed and low power consumption. A 2D image convolution process is developed by stacking and combining several MAC blocks. The developed MAC comprises a sequential multiplier, controller, and optimized adder units. The entering image pixels and kernel pixels are checked for similarity and accordingly isolated by the controller unit, thereby saving power by eliminating the redundant multiplications. A novel idea of reducing the additions in image filtering operations is incorporated in the design. The performance of the proposed MAC showed a 28% power reduction compared to the conventional approaches

Item Type: Article
Uncontrolled Keywords: Image convolution, low-power MAC, operand isolation, pixel reusability, sequential multiplier.
Subjects: Engineering > MIT Manipal > Electronics and Communication
Depositing User: MIT Library
Date Deposited: 23 Apr 2021 05:57
Last Modified: 23 Apr 2021 05:57
URI: http://eprints.manipal.edu/id/eprint/156645

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