Video-to-Video Face Recognition for Low-Quality Surveillance Data
The availability of video data is an opportunity and a challenge for law enforcement agencies. Face recognition methods can play a key role in the automated search for persons in the data. This work targets efficient representations of low-quality face sequences to enable fast and accurate face sear...
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| Médium: | Online |
| Jazyk: | angličtina |
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KIT Scientific Publishing
2021
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| On-line přístup: | 34193 |
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| _version_ | 1869518027829018624 |
|---|---|
| author | Herrmann, Christian |
| author_browse | Herrmann, Christian |
| author_facet | Herrmann, Christian |
| author_sort | Herrmann, Christian |
| collection | Directory of Open Access Books |
| description | The availability of video data is an opportunity and a challenge for law enforcement agencies. Face recognition methods can play a key role in the automated search for persons in the data. This work targets efficient representations of low-quality face sequences to enable fast and accurate face search. Novel concepts for multi-scale analysis, dataset augmentation, CNN loss function, and sequence description lead to improvements over state-of-the-art methods on surveillance video footage. |
| format | Online |
| id | doab-20.500.12854ir-62070 |
| institution | Directory of Open Access Books |
| language | eng |
| publishDate | 2021 |
| publishDateRange | 2021 |
| publishDateSort | 2021 |
| publisher | KIT Scientific Publishing |
| publisherStr | KIT Scientific Publishing |
| record_format | ojs |
| spelling | doab-20.500.12854ir-620702023-12-20T18:40:44Z Video-to-Video Face Recognition for Low-Quality Surveillance Data Herrmann, Christian QA75.5-76.95 face recognition video Videoverarbeitung Gesichtswiederkennung bic Book Industry Communication::U Computing & information technology::UY Computer science The availability of video data is an opportunity and a challenge for law enforcement agencies. Face recognition methods can play a key role in the automated search for persons in the data. This work targets efficient representations of low-quality face sequences to enable fast and accurate face search. Novel concepts for multi-scale analysis, dataset augmentation, CNN loss function, and sequence description lead to improvements over state-of-the-art methods on surveillance video footage. 2021-02-12T07:41:47Z 2021-02-12T07:41:47Z 2019-07-28 18:37:01 2018 book 34193 18636489 9783731507994 https://directory.doabooks.org/handle/20.500.12854/62070 eng Karlsruher Schriften zur Anthropomatik / Lehrstuhl für Interaktive Echtzeitsysteme, Karlsruher Institut für Technologie ; Fraunhofer-Inst. für Optronik, Systemtechnik und Bildauswertung IOSB Karlsruhe image/jpeg Attribution-ShareAlike 4.0 International https://www.ksp.kit.edu/9783731507994 KIT Scientific Publishing 10.5445/KSP/1000083168 10.5445/KSP/1000083168 68fffc18-8f7b-44fa-ac7e-0b7d7d979bd2 9783731507994 IX, 153 p. open access |
| spellingShingle | QA75.5-76.95 face recognition video Videoverarbeitung Gesichtswiederkennung bic Book Industry Communication::U Computing & information technology::UY Computer science Herrmann, Christian Video-to-Video Face Recognition for Low-Quality Surveillance Data |
| title | Video-to-Video Face Recognition for Low-Quality Surveillance Data |
| title_full | Video-to-Video Face Recognition for Low-Quality Surveillance Data |
| title_fullStr | Video-to-Video Face Recognition for Low-Quality Surveillance Data |
| title_full_unstemmed | Video-to-Video Face Recognition for Low-Quality Surveillance Data |
| title_short | Video-to-Video Face Recognition for Low-Quality Surveillance Data |
| title_sort | video to video face recognition for low quality surveillance data |
| topic | QA75.5-76.95 face recognition video Videoverarbeitung Gesichtswiederkennung bic Book Industry Communication::U Computing & information technology::UY Computer science |
| topic_facet | QA75.5-76.95 face recognition video Videoverarbeitung Gesichtswiederkennung bic Book Industry Communication::U Computing & information technology::UY Computer science |
| url | 34193 |
| work_keys_str_mv | AT herrmannchristian videotovideofacerecognitionforlowqualitysurveillancedata |