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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Nanyang Technological University
2022
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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 |
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Engineering::Electrical and electronic engineering Zhang, Yunkai Cross perspective person ReID aerial and ground |
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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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1772829022838849536 |