Skin pigmentation detection and assessment

This thesis presents a region-based pigmentation detection method. The key of this method is to use Independent Component Analysis (ICA) in color space to extract melanin and hemoglobin layers from one single RGB face skin image. Large region pigmentations and small region pigmentations are detected...

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Main Author: Lu, Haisheng
Other Authors: Alex Chichung KOT
Format: Thesis-Master by Coursework
Language:English
Published: Nanyang Technological University 2021
Subjects:
Online Access:https://hdl.handle.net/10356/151845
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1518452023-07-04T17:37:46Z Skin pigmentation detection and assessment Lu, Haisheng Alex Chichung KOT School of Electrical and Electronic Engineering EACKOT@ntu.edu.sg Engineering::Electrical and electronic engineering::Electronic systems::Signal processing This thesis presents a region-based pigmentation detection method. The key of this method is to use Independent Component Analysis (ICA) in color space to extract melanin and hemoglobin layers from one single RGB face skin image. Large region pigmentations and small region pigmentations are detected separately and reduce the influence of shading and reflection areas on the face images effectively. The proposed method can more accurately detect the pigmentations compared with most of the existing methods. Based on this convincing result, a uniform pigmentation severity index is proposed to assess the severity of the pigmentation on the face. Master of Science (Signal Processing) 2021-07-06T07:56:24Z 2021-07-06T07:56:24Z 2021 Thesis-Master by Coursework Lu, H. (2021). Skin pigmentation detection and assessment. Master's thesis, Nanyang Technological University, Singapore. https://hdl.handle.net/10356/151845 https://hdl.handle.net/10356/151845 en application/pdf Nanyang Technological University
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering::Electrical and electronic engineering::Electronic systems::Signal processing
spellingShingle Engineering::Electrical and electronic engineering::Electronic systems::Signal processing
Lu, Haisheng
Skin pigmentation detection and assessment
description This thesis presents a region-based pigmentation detection method. The key of this method is to use Independent Component Analysis (ICA) in color space to extract melanin and hemoglobin layers from one single RGB face skin image. Large region pigmentations and small region pigmentations are detected separately and reduce the influence of shading and reflection areas on the face images effectively. The proposed method can more accurately detect the pigmentations compared with most of the existing methods. Based on this convincing result, a uniform pigmentation severity index is proposed to assess the severity of the pigmentation on the face.
author2 Alex Chichung KOT
author_facet Alex Chichung KOT
Lu, Haisheng
format Thesis-Master by Coursework
author Lu, Haisheng
author_sort Lu, Haisheng
title Skin pigmentation detection and assessment
title_short Skin pigmentation detection and assessment
title_full Skin pigmentation detection and assessment
title_fullStr Skin pigmentation detection and assessment
title_full_unstemmed Skin pigmentation detection and assessment
title_sort skin pigmentation detection and assessment
publisher Nanyang Technological University
publishDate 2021
url https://hdl.handle.net/10356/151845
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