Age normalization of face photo by image decomposition and reconstruction

Aging is an inevitable process of human and it is affected significantly by many factors such as health, gender, race, and lifestyle, which make it very difficult to establish an accurate modeling of aging in human faces. Aging normalization or modeling for special age group can predict one's ap...

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Main Author: Han, Yunlong
Other Authors: Jiang Xudong
Format: Final Year Project
Language:English
Published: 2017
Subjects:
Online Access:http://hdl.handle.net/10356/72055
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-720552023-07-07T16:35:22Z Age normalization of face photo by image decomposition and reconstruction Han, Yunlong Jiang Xudong School of Electrical and Electronic Engineering DRNTU::Engineering::Electrical and electronic engineering Aging is an inevitable process of human and it is affected significantly by many factors such as health, gender, race, and lifestyle, which make it very difficult to establish an accurate modeling of aging in human faces. Aging normalization or modeling for special age group can predict one's appearance, which help to find the missing children and track criminal suspects and terrorists etc. This project try a novel idea to decompose the face image into different components and reconstruct the images with specific components to create specific effect on the face image. It is important to collect a large number of face photos in the specific age group and apply some methods to summarize the features of the groups. In this case, Principal Component Analysis (PCA) is studied and applied to achieve the desired result. Special effect on adding or removing the glasses is added according to the user’s preference. User can also adjust the difference between the reconstructed image and original test image. MATLAB (MATrix LABoratory) is applied to process all face images in computer. Bachelor of Engineering 2017-05-24T02:39:31Z 2017-05-24T02:39:31Z 2017 Final Year Project (FYP) http://hdl.handle.net/10356/72055 en Nanyang Technological University 51 p. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic DRNTU::Engineering::Electrical and electronic engineering
spellingShingle DRNTU::Engineering::Electrical and electronic engineering
Han, Yunlong
Age normalization of face photo by image decomposition and reconstruction
description Aging is an inevitable process of human and it is affected significantly by many factors such as health, gender, race, and lifestyle, which make it very difficult to establish an accurate modeling of aging in human faces. Aging normalization or modeling for special age group can predict one's appearance, which help to find the missing children and track criminal suspects and terrorists etc. This project try a novel idea to decompose the face image into different components and reconstruct the images with specific components to create specific effect on the face image. It is important to collect a large number of face photos in the specific age group and apply some methods to summarize the features of the groups. In this case, Principal Component Analysis (PCA) is studied and applied to achieve the desired result. Special effect on adding or removing the glasses is added according to the user’s preference. User can also adjust the difference between the reconstructed image and original test image. MATLAB (MATrix LABoratory) is applied to process all face images in computer.
author2 Jiang Xudong
author_facet Jiang Xudong
Han, Yunlong
format Final Year Project
author Han, Yunlong
author_sort Han, Yunlong
title Age normalization of face photo by image decomposition and reconstruction
title_short Age normalization of face photo by image decomposition and reconstruction
title_full Age normalization of face photo by image decomposition and reconstruction
title_fullStr Age normalization of face photo by image decomposition and reconstruction
title_full_unstemmed Age normalization of face photo by image decomposition and reconstruction
title_sort age normalization of face photo by image decomposition and reconstruction
publishDate 2017
url http://hdl.handle.net/10356/72055
_version_ 1772827801488982016