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Video-to-Video Face Recognition for Low-Quality Surveillance Data
- Format:
- Book
- Author/Creator:
- Herrmann, Christian
- Series:
- Karlsruher Schriften zur Anthropomatik / Lehrstuhl für Interaktive Echtzeitsysteme, Karlsruher Institut für Technologie ; Fraunhofer-Inst. für Optronik, Systemtechnik und Bildauswertung IOSB Karlsruhe
- Language:
- English
- Physical Description:
- 1 online resource (IX, 153 p. p.)
- Place of Publication:
- KIT Scientific Publishing 2018
- Language Note:
- English
- Summary:
- 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.
- ISBN:
- 1000083168
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