Automatic wrinkle detection and wrinkle evaluation

Wrinkle is a kind of important facial feature widely concerned in facial-image-based applications, such as age estimation, face inpainting, skin quality assessment and so on. Obviously, the extraction of wrinkle features is an essential task in these application scenarios. However, existing algorith...

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Main Author: Zhang, Yuxian
Other Authors: Alex Chichung Kot
Format: Thesis-Master by Coursework
Language:English
Published: Nanyang Technological University 2021
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Online Access:https://hdl.handle.net/10356/153213
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1532132023-07-04T17:42:47Z Automatic wrinkle detection and wrinkle evaluation Zhang, Yuxian Alex Chichung Kot School of Electrical and Electronic Engineering EACKOT@ntu.edu.sg Engineering::Electrical and electronic engineering::Electronic systems::Signal processing Wrinkle is a kind of important facial feature widely concerned in facial-image-based applications, such as age estimation, face inpainting, skin quality assessment and so on. Obviously, the extraction of wrinkle features is an essential task in these application scenarios. However, existing algorithms of wrinkle detection focus more on coarse horizontal wrinkles in the forehead area, which may not satisfy most of the application requirements. In this case, this dissertation creates an end-to-end process of wrinkle detection and evaluation, realizing the extraction of more types of wrinkles. Based on the concept of wrinkle index, evaluation of wrinkle severity is given in the form of a specific score, giving support to skin quality assessment. Results show that most of the visible wrinkle patterns can be successfully extracted, and the evaluation score also matches with human perception of wrinkle severity. This work would be helpful in the field of computer-based automatic detection. Master of Science (Signal Processing) 2021-11-15T06:57:21Z 2021-11-15T06:57:21Z 2021 Thesis-Master by Coursework Zhang, Y. (2021). Automatic wrinkle detection and wrinkle evaluation. Master's thesis, Nanyang Technological University, Singapore. https://hdl.handle.net/10356/153213 https://hdl.handle.net/10356/153213 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
Zhang, Yuxian
Automatic wrinkle detection and wrinkle evaluation
description Wrinkle is a kind of important facial feature widely concerned in facial-image-based applications, such as age estimation, face inpainting, skin quality assessment and so on. Obviously, the extraction of wrinkle features is an essential task in these application scenarios. However, existing algorithms of wrinkle detection focus more on coarse horizontal wrinkles in the forehead area, which may not satisfy most of the application requirements. In this case, this dissertation creates an end-to-end process of wrinkle detection and evaluation, realizing the extraction of more types of wrinkles. Based on the concept of wrinkle index, evaluation of wrinkle severity is given in the form of a specific score, giving support to skin quality assessment. Results show that most of the visible wrinkle patterns can be successfully extracted, and the evaluation score also matches with human perception of wrinkle severity. This work would be helpful in the field of computer-based automatic detection.
author2 Alex Chichung Kot
author_facet Alex Chichung Kot
Zhang, Yuxian
format Thesis-Master by Coursework
author Zhang, Yuxian
author_sort Zhang, Yuxian
title Automatic wrinkle detection and wrinkle evaluation
title_short Automatic wrinkle detection and wrinkle evaluation
title_full Automatic wrinkle detection and wrinkle evaluation
title_fullStr Automatic wrinkle detection and wrinkle evaluation
title_full_unstemmed Automatic wrinkle detection and wrinkle evaluation
title_sort automatic wrinkle detection and wrinkle evaluation
publisher Nanyang Technological University
publishDate 2021
url https://hdl.handle.net/10356/153213
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