Publication Details

Smart camera for traffic applications

JURÁNEK, R.; MUSIL, P.; MUSIL, M.; NOSKO, S.; ZEMČÍK, P. Smart camera for traffic applications. Journal of Signal Processing Systems for Signal Image and Video Technology, 2023, vol. 95, no. 9, p. 1067-1077. ISSN: 1939-8115.
Czech title
Chytrá kamera pro aplikace v dopravě
Type
journal article
Language
English
Authors
URL
Keywords

smart camera, object detection, WaldBoost, ACF, HDR, tonemapping, traffic surveillance

Abstract

In this paper, we present a compact intelligent camera with traffic surveillance and enforcement as a primary application field. The unique features of the camera are 1/ embedded object detection of user defined objects and 2/ excellent image quality achieved by a custom HDR image acquisition and tone mapping. Intelligent cameras are important parts of equipment in production, control, security and especially traffic surveillance as well as enforcement. In many applications, they serve as a versatile source of images processed elsewhere and reduction of required processing and communication achieved by embedded (pre)processing within the intelligent camera is always welcome. The key blocks of the camera are implemented in FPGA to reduce the CPU load and thus also the power requirements. The control software uses an embedded CPU running  Linux. The camera is designed to provide key images interesting from the application point of view and to provide metadata. On the camera prototype, we observed total power consumption of 8 W and object detection accuracy > 99 %. The camera design and functionality can be extensively modified to harness a wide variety of applications, such as traffic surveillance and enforcement, quality control, and others.

Published
2023
Pages
1067–1077
Journal
Journal of Signal Processing Systems for Signal Image and Video Technology, vol. 95, no. 9, ISSN 1939-8115
DOI
UT WoS
001031445200001
BibTeX
@article{BUT187991,
  author="Roman {Juránek} and Petr {Musil} and Martin {Musil} and Svetozár {Nosko} and Pavel {Zemčík}",
  title="Smart camera for traffic applications",
  journal="Journal of Signal Processing Systems for Signal Image and Video Technology",
  year="2023",
  volume="95",
  number="9",
  pages="1067--1077",
  doi="10.1007/s11265-023-01843-1",
  issn="1939-8115",
  url="https://link.springer.com/article/10.1007/s11265-023-01843-1"
}
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