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3D DCT Based Image Compression Method for the Medical Endoscopic Application

This paper proposes a novel 3D discrete cosine transform (DCT) based image compression method for medical endoscopic applications. Due to the high correlation among color components of wireless capsule endoscopy (WCE) images, the original 2D Bayer data pattern is reconstructed into a new 3D data pat...

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Detalles Bibliográficos
Autores principales: Xue, Jiawen, Yin, Li, Lan, Zehua, Long, Mingzhu, Li, Guolin, Wang, Zhihua, Xie, Xiang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7961525/
https://www.ncbi.nlm.nih.gov/pubmed/33807805
http://dx.doi.org/10.3390/s21051817
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author Xue, Jiawen
Yin, Li
Lan, Zehua
Long, Mingzhu
Li, Guolin
Wang, Zhihua
Xie, Xiang
author_facet Xue, Jiawen
Yin, Li
Lan, Zehua
Long, Mingzhu
Li, Guolin
Wang, Zhihua
Xie, Xiang
author_sort Xue, Jiawen
collection PubMed
description This paper proposes a novel 3D discrete cosine transform (DCT) based image compression method for medical endoscopic applications. Due to the high correlation among color components of wireless capsule endoscopy (WCE) images, the original 2D Bayer data pattern is reconstructed into a new 3D data pattern, and 3D DCT is adopted to compress the 3D data for high compression ratio and high quality. For the low computational complexity of 3D-DCT, an optimized 4-point DCT butterfly structure without multiplication operation is proposed. Due to the unique characteristics of the 3D data pattern, the quantization and zigzag scan are ameliorated. To further improve the visual quality of decompressed images, a frequency-domain filter is proposed to eliminate the blocking artifacts adaptively. Experiments show that our method attains an average compression ratio (CR) of 22.94:1 with the peak signal to noise ratio (PSNR) of 40.73 dB, which outperforms state-of-the-art methods.
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spelling pubmed-79615252021-03-17 3D DCT Based Image Compression Method for the Medical Endoscopic Application Xue, Jiawen Yin, Li Lan, Zehua Long, Mingzhu Li, Guolin Wang, Zhihua Xie, Xiang Sensors (Basel) Article This paper proposes a novel 3D discrete cosine transform (DCT) based image compression method for medical endoscopic applications. Due to the high correlation among color components of wireless capsule endoscopy (WCE) images, the original 2D Bayer data pattern is reconstructed into a new 3D data pattern, and 3D DCT is adopted to compress the 3D data for high compression ratio and high quality. For the low computational complexity of 3D-DCT, an optimized 4-point DCT butterfly structure without multiplication operation is proposed. Due to the unique characteristics of the 3D data pattern, the quantization and zigzag scan are ameliorated. To further improve the visual quality of decompressed images, a frequency-domain filter is proposed to eliminate the blocking artifacts adaptively. Experiments show that our method attains an average compression ratio (CR) of 22.94:1 with the peak signal to noise ratio (PSNR) of 40.73 dB, which outperforms state-of-the-art methods. MDPI 2021-03-05 /pmc/articles/PMC7961525/ /pubmed/33807805 http://dx.doi.org/10.3390/s21051817 Text en © 2021 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 Article
Xue, Jiawen
Yin, Li
Lan, Zehua
Long, Mingzhu
Li, Guolin
Wang, Zhihua
Xie, Xiang
3D DCT Based Image Compression Method for the Medical Endoscopic Application
title 3D DCT Based Image Compression Method for the Medical Endoscopic Application
title_full 3D DCT Based Image Compression Method for the Medical Endoscopic Application
title_fullStr 3D DCT Based Image Compression Method for the Medical Endoscopic Application
title_full_unstemmed 3D DCT Based Image Compression Method for the Medical Endoscopic Application
title_short 3D DCT Based Image Compression Method for the Medical Endoscopic Application
title_sort 3d dct based image compression method for the medical endoscopic application
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7961525/
https://www.ncbi.nlm.nih.gov/pubmed/33807805
http://dx.doi.org/10.3390/s21051817
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