Cross perspective person ReID aerial and ground

This dissertation experiments upon cross-perspective person ReID problems. Firstly, dataset rarity is a common-existing problem for person ReID because of less research focus and the difficulty to conduct. Based on existed works, the dissertation introduces a method for modifying existing datas...

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Main Author: Zhang, Yunkai
Other Authors: Alex Chichung Kot
Format: Thesis-Master by Coursework
Language:English
Published: Nanyang Technological University 2022
Subjects:
Online Access:https://hdl.handle.net/10356/159541
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1595412023-07-04T17:44:24Z Cross perspective person ReID aerial and ground Zhang, Yunkai Alex Chichung Kot School of Electrical and Electronic Engineering EACKOT@ntu.edu.sg Engineering::Electrical and electronic engineering This dissertation experiments upon cross-perspective person ReID problems. Firstly, dataset rarity is a common-existing problem for person ReID because of less research focus and the difficulty to conduct. Based on existed works, the dissertation introduces a method for modifying existing datasets to better serve person ReID training process. With help of this method, future research work on person ReID datasets can result with more precise human boundary and straight posture. Secondly, cross-perspective person ReID is a problem which has significant practical value but receives comparable less research focus. This dissertation conducted cross perspective ReID experiments based on a GTA-captured person image database and summarized conclusions and analyzed existing problems for cross-perspective person ReID tasks. The conclusion from experiment result analysis shows similarity with existed person ReID common sense and potential research directions for future study. Master of Science (Signal Processing) 2022-06-23T07:15:56Z 2022-06-23T07:15:56Z 2022 Thesis-Master by Coursework Zhang, Y. (2022). Cross perspective person ReID aerial and ground. Master's thesis, Nanyang Technological University, Singapore. https://hdl.handle.net/10356/159541 https://hdl.handle.net/10356/159541 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
spellingShingle Engineering::Electrical and electronic engineering
Zhang, Yunkai
Cross perspective person ReID aerial and ground
description This dissertation experiments upon cross-perspective person ReID problems. Firstly, dataset rarity is a common-existing problem for person ReID because of less research focus and the difficulty to conduct. Based on existed works, the dissertation introduces a method for modifying existing datasets to better serve person ReID training process. With help of this method, future research work on person ReID datasets can result with more precise human boundary and straight posture. Secondly, cross-perspective person ReID is a problem which has significant practical value but receives comparable less research focus. This dissertation conducted cross perspective ReID experiments based on a GTA-captured person image database and summarized conclusions and analyzed existing problems for cross-perspective person ReID tasks. The conclusion from experiment result analysis shows similarity with existed person ReID common sense and potential research directions for future study.
author2 Alex Chichung Kot
author_facet Alex Chichung Kot
Zhang, Yunkai
format Thesis-Master by Coursework
author Zhang, Yunkai
author_sort Zhang, Yunkai
title Cross perspective person ReID aerial and ground
title_short Cross perspective person ReID aerial and ground
title_full Cross perspective person ReID aerial and ground
title_fullStr Cross perspective person ReID aerial and ground
title_full_unstemmed Cross perspective person ReID aerial and ground
title_sort cross perspective person reid aerial and ground
publisher Nanyang Technological University
publishDate 2022
url https://hdl.handle.net/10356/159541
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