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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...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2016
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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. |
format | Online Article Text |
id | pubmed-5223075 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
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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