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A Biological Retina Inspired Tone Mapping Processor for High-Speed and Energy-Efficient Image Enhancement

In this work, a biological retina inspired tone mapping processor for high-speed and energy-efficient image enhancement has been proposed. To achieve high throughput and high energy efficiency, several hardware design techniques have been proposed, including data partition based parallel processing...

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Detalles Bibliográficos
Autores principales: Xiang, Xiaoqiang, Liu, Lili, Que, Luying, Jia, Conghan, Yan, Bo, Li, Yongjie, Guo, Jinhong, Zhou, Jun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7583778/
https://www.ncbi.nlm.nih.gov/pubmed/33007833
http://dx.doi.org/10.3390/s20195600
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author Xiang, Xiaoqiang
Liu, Lili
Que, Luying
Jia, Conghan
Yan, Bo
Li, Yongjie
Guo, Jinhong
Zhou, Jun
author_facet Xiang, Xiaoqiang
Liu, Lili
Que, Luying
Jia, Conghan
Yan, Bo
Li, Yongjie
Guo, Jinhong
Zhou, Jun
author_sort Xiang, Xiaoqiang
collection PubMed
description In this work, a biological retina inspired tone mapping processor for high-speed and energy-efficient image enhancement has been proposed. To achieve high throughput and high energy efficiency, several hardware design techniques have been proposed, including data partition based parallel processing with S-shape sliding, adjacent frame feature sharing, multi-layer convolution pipelining, and convolution filter compression with zero skipping convolution. Implemented on a Xilinx’s Virtex7 FPGA, the proposed design achieves a high throughput of 189 frames per second for 1024 × 768 RGB images while consuming 819 mW. Compared with several state-of-the-art tone mapping processors, the proposed design shows higher throughput and energy efficiency. It is suitable for high-speed and energy-constrained image enhancement applications.
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spelling pubmed-75837782020-10-28 A Biological Retina Inspired Tone Mapping Processor for High-Speed and Energy-Efficient Image Enhancement Xiang, Xiaoqiang Liu, Lili Que, Luying Jia, Conghan Yan, Bo Li, Yongjie Guo, Jinhong Zhou, Jun Sensors (Basel) Letter In this work, a biological retina inspired tone mapping processor for high-speed and energy-efficient image enhancement has been proposed. To achieve high throughput and high energy efficiency, several hardware design techniques have been proposed, including data partition based parallel processing with S-shape sliding, adjacent frame feature sharing, multi-layer convolution pipelining, and convolution filter compression with zero skipping convolution. Implemented on a Xilinx’s Virtex7 FPGA, the proposed design achieves a high throughput of 189 frames per second for 1024 × 768 RGB images while consuming 819 mW. Compared with several state-of-the-art tone mapping processors, the proposed design shows higher throughput and energy efficiency. It is suitable for high-speed and energy-constrained image enhancement applications. MDPI 2020-09-30 /pmc/articles/PMC7583778/ /pubmed/33007833 http://dx.doi.org/10.3390/s20195600 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Letter
Xiang, Xiaoqiang
Liu, Lili
Que, Luying
Jia, Conghan
Yan, Bo
Li, Yongjie
Guo, Jinhong
Zhou, Jun
A Biological Retina Inspired Tone Mapping Processor for High-Speed and Energy-Efficient Image Enhancement
title A Biological Retina Inspired Tone Mapping Processor for High-Speed and Energy-Efficient Image Enhancement
title_full A Biological Retina Inspired Tone Mapping Processor for High-Speed and Energy-Efficient Image Enhancement
title_fullStr A Biological Retina Inspired Tone Mapping Processor for High-Speed and Energy-Efficient Image Enhancement
title_full_unstemmed A Biological Retina Inspired Tone Mapping Processor for High-Speed and Energy-Efficient Image Enhancement
title_short A Biological Retina Inspired Tone Mapping Processor for High-Speed and Energy-Efficient Image Enhancement
title_sort biological retina inspired tone mapping processor for high-speed and energy-efficient image enhancement
topic Letter
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7583778/
https://www.ncbi.nlm.nih.gov/pubmed/33007833
http://dx.doi.org/10.3390/s20195600
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