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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...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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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. |
format | Online Article Text |
id | pubmed-7583778 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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