Attribute-Based Person Retrieval in Multi-Camera Networks

Attribute-based person retrieval searches for persons using textual descriptions of their visual appearance. This thesis presents a deep learning approach for such retrieval in video surveillance and smart city scenarios. It introduces methods for attribute recognition in images and videos, the UPAR...

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Huvudupphov: Specker, Andreas
Materialtyp: Online
Språk:engelska
Utgiven: KIT Scientific Publishing 2026
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Länkar:ONIX_20260323T152922_9783731514695_3
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author Specker, Andreas
author_browse Specker, Andreas
author_facet Specker, Andreas
author_sort Specker, Andreas
collection Directory of Open Access Books
description Attribute-based person retrieval searches for persons using textual descriptions of their visual appearance. This thesis presents a deep learning approach for such retrieval in video surveillance and smart city scenarios. It introduces methods for attribute recognition in images and videos, the UPAR dataset, specialized evaluation metrics, and an end-to-end pipeline from camera video to search results.
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institution Directory of Open Access Books
language eng
publishDate 2026
publishDateRange 2026
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spelling doab-20.500.12854ir-1742582026-03-24T05:02:01Z Attribute-Based Person Retrieval in Multi-Camera Networks Specker, Andreas Attribute recognition Attributerkennung Computer vision Deep learning Deep Learning Person retrieval Personensuche Semantic attributes Semantische Attribute thema EDItEUR::U Computing and Information Technology Attribute-based person retrieval searches for persons using textual descriptions of their visual appearance. This thesis presents a deep learning approach for such retrieval in video surveillance and smart city scenarios. It introduces methods for attribute recognition in images and videos, the UPAR dataset, specialized evaluation metrics, and an end-to-end pipeline from camera video to search results. 2026-03-24T05:01:57Z 2026-03-24T05:01:57Z 2026-03-23T15:33:27Z 2026 book ONIX_20260323T152922_9783731514695_3 1863-6489 (Online) https://library.oapen.org/handle/20.500.12657/112160 9783731514695 https://directory.doabooks.org/handle/20.500.12854/174258 eng Karlsruher Schriften zur Anthropomatik open access image/jpeg n/a https://library.oapen.org/bitstream/20.500.12657/112160/1/9783731514695.pdf KIT Scientific Publishing KIT Scientific Publishing 10.5445/KSP/1000189916 10.5445/KSP/1000189916 68fffc18-8f7b-44fa-ac7e-0b7d7d979bd2 9783731514695 KIT Scientific Publishing 304 Karlsruhe, Germany open access
spellingShingle Attribute recognition
Attributerkennung
Computer vision
Deep learning
Deep Learning
Person retrieval
Personensuche
Semantic attributes
Semantische Attribute
thema EDItEUR::U Computing and Information Technology
Specker, Andreas
Attribute-Based Person Retrieval in Multi-Camera Networks
title Attribute-Based Person Retrieval in Multi-Camera Networks
title_full Attribute-Based Person Retrieval in Multi-Camera Networks
title_fullStr Attribute-Based Person Retrieval in Multi-Camera Networks
title_full_unstemmed Attribute-Based Person Retrieval in Multi-Camera Networks
title_short Attribute-Based Person Retrieval in Multi-Camera Networks
title_sort attribute based person retrieval in multi camera networks
topic Attribute recognition
Attributerkennung
Computer vision
Deep learning
Deep Learning
Person retrieval
Personensuche
Semantic attributes
Semantische Attribute
thema EDItEUR::U Computing and Information Technology
topic_facet Attribute recognition
Attributerkennung
Computer vision
Deep learning
Deep Learning
Person retrieval
Personensuche
Semantic attributes
Semantische Attribute
thema EDItEUR::U Computing and Information Technology
url ONIX_20260323T152922_9783731514695_3
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