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HDR Pathological Image Enhancement Based on Improved Bias Field Correction and Guided Image Filter

Pathological image enhancement is a significant topic in the field of pathological image processing. This paper proposes a high dynamic range (HDR) pathological image enhancement method based on improved bias field correction and guided image filter (GIF). Firstly, a preprocessing including stain no...

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Detalles Bibliográficos
Autores principales: Sun, Qingjiao, Jiang, Huiyan, Zhu, Ganzheng, Li, Siqi, Gong, Shang, Yang, Benqiang, Zhang, Libo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5223075/
https://www.ncbi.nlm.nih.gov/pubmed/28116303
http://dx.doi.org/10.1155/2016/7478219
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author Sun, Qingjiao
Jiang, Huiyan
Zhu, Ganzheng
Li, Siqi
Gong, Shang
Yang, Benqiang
Zhang, Libo
author_facet Sun, Qingjiao
Jiang, Huiyan
Zhu, Ganzheng
Li, Siqi
Gong, Shang
Yang, Benqiang
Zhang, Libo
author_sort Sun, Qingjiao
collection PubMed
description Pathological image enhancement is a significant topic in the field of pathological image processing. This paper proposes a high dynamic range (HDR) pathological image enhancement method based on improved bias field correction and guided image filter (GIF). Firstly, a preprocessing including stain normalization and wavelet denoising is performed for Haematoxylin and Eosin (H and E) stained pathological image. Then, an improved bias field correction model is developed to enhance the influence of light for high-frequency part in image and correct the intensity inhomogeneity and detail discontinuity of image. Next, HDR pathological image is generated based on least square method using low dynamic range (LDR) image, H and E channel images. Finally, the fine enhanced image is acquired after the detail enhancement process. Experiments with 140 pathological images demonstrate the performance advantages of our proposed method as compared with related work.
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spelling pubmed-52230752017-01-23 HDR Pathological Image Enhancement Based on Improved Bias Field Correction and Guided Image Filter Sun, Qingjiao Jiang, Huiyan Zhu, Ganzheng Li, Siqi Gong, Shang Yang, Benqiang Zhang, Libo Biomed Res Int Research Article Pathological image enhancement is a significant topic in the field of pathological image processing. This paper proposes a high dynamic range (HDR) pathological image enhancement method based on improved bias field correction and guided image filter (GIF). Firstly, a preprocessing including stain normalization and wavelet denoising is performed for Haematoxylin and Eosin (H and E) stained pathological image. Then, an improved bias field correction model is developed to enhance the influence of light for high-frequency part in image and correct the intensity inhomogeneity and detail discontinuity of image. Next, HDR pathological image is generated based on least square method using low dynamic range (LDR) image, H and E channel images. Finally, the fine enhanced image is acquired after the detail enhancement process. Experiments with 140 pathological images demonstrate the performance advantages of our proposed method as compared with related work. Hindawi Publishing Corporation 2016 2016-12-27 /pmc/articles/PMC5223075/ /pubmed/28116303 http://dx.doi.org/10.1155/2016/7478219 Text en
spellingShingle Research Article
Sun, Qingjiao
Jiang, Huiyan
Zhu, Ganzheng
Li, Siqi
Gong, Shang
Yang, Benqiang
Zhang, Libo
HDR Pathological Image Enhancement Based on Improved Bias Field Correction and Guided Image Filter
title HDR Pathological Image Enhancement Based on Improved Bias Field Correction and Guided Image Filter
title_full HDR Pathological Image Enhancement Based on Improved Bias Field Correction and Guided Image Filter
title_fullStr HDR Pathological Image Enhancement Based on Improved Bias Field Correction and Guided Image Filter
title_full_unstemmed HDR Pathological Image Enhancement Based on Improved Bias Field Correction and Guided Image Filter
title_short HDR Pathological Image Enhancement Based on Improved Bias Field Correction and Guided Image Filter
title_sort hdr pathological image enhancement based on improved bias field correction and guided image filter
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5223075/
https://www.ncbi.nlm.nih.gov/pubmed/28116303
http://dx.doi.org/10.1155/2016/7478219
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