Construct face photo of unknown person by partial information

The objective of the project is to attain face image reconstruction from an occluded unknown face image using only partial components of that person based on principal component analysis (PCA). AR2 database is used to forming both training dataset and testing dataset. And all face images will be pro...

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Main Author: Qin, Minhui
Other Authors: Jiang Xudong
Format: Final Year Project
Language:English
Published: 2016
Subjects:
Online Access:http://hdl.handle.net/10356/69359
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-693592023-07-07T17:05:11Z Construct face photo of unknown person by partial information Qin, Minhui Jiang Xudong School of Electrical and Electronic Engineering DRNTU::Engineering The objective of the project is to attain face image reconstruction from an occluded unknown face image using only partial components of that person based on principal component analysis (PCA). AR2 database is used to forming both training dataset and testing dataset. And all face images will be processed in computer using MATLAB (MATrix LABoratory). The unknown person may wear sunglasses that cover his or her eyes or wear a mask which covers almost half of the face. During the 8-month project period, divide-and- conquer method is adopted to achieve the final foal step by step, and MATLAB code is programmed according to the PCA algorithm at different stage of the project. A user interface has been successfully designed to increase the interactivity of the project for testing. The GUI makes it more convenient for user to see and compare the original and reconstructed face image. What’s more, it allows user to choose different training dataset and modify the different value of each parameter according to the user’s preference to the features of specific photo group. Bachelor of Engineering 2016-12-19T07:31:06Z 2016-12-19T07:31:06Z 2016 Final Year Project (FYP) http://hdl.handle.net/10356/69359 en Nanyang Technological University 68 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
spellingShingle DRNTU::Engineering
Qin, Minhui
Construct face photo of unknown person by partial information
description The objective of the project is to attain face image reconstruction from an occluded unknown face image using only partial components of that person based on principal component analysis (PCA). AR2 database is used to forming both training dataset and testing dataset. And all face images will be processed in computer using MATLAB (MATrix LABoratory). The unknown person may wear sunglasses that cover his or her eyes or wear a mask which covers almost half of the face. During the 8-month project period, divide-and- conquer method is adopted to achieve the final foal step by step, and MATLAB code is programmed according to the PCA algorithm at different stage of the project. A user interface has been successfully designed to increase the interactivity of the project for testing. The GUI makes it more convenient for user to see and compare the original and reconstructed face image. What’s more, it allows user to choose different training dataset and modify the different value of each parameter according to the user’s preference to the features of specific photo group.
author2 Jiang Xudong
author_facet Jiang Xudong
Qin, Minhui
format Final Year Project
author Qin, Minhui
author_sort Qin, Minhui
title Construct face photo of unknown person by partial information
title_short Construct face photo of unknown person by partial information
title_full Construct face photo of unknown person by partial information
title_fullStr Construct face photo of unknown person by partial information
title_full_unstemmed Construct face photo of unknown person by partial information
title_sort construct face photo of unknown person by partial information
publishDate 2016
url http://hdl.handle.net/10356/69359
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