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Perspective registration and multi-frame super-resolution of license plates in surveillance videos

Guarnieri, Gabriele
•
Fontani, Marco
•
Guzzi, Francesco
altro
Jerian, Martino
2021
  • journal article

Periodico
FORENSIC SCIENCE INTERNATIONAL. DIGITAL INVESTIGATION
Abstract
One task often encountered in surveillance videos is the recognition of a target—e.g. the license plate of a vehicle. Often, the quality of a single video frame does not permit a reliable recognition. If multiple frames are available, it is possible to combine them in order to generate a single image with lower noise (frame averaging) and/or higher resolution (super-resolution). In order for these techniques to work, it is necessary to accurately estimate the motion of the object of interest in the recorded footage. In this paper, we introduce a method capable of accurately computing the perspective transformation that describes the motion of a planar object. The method minimizes the squared distance between the transformed image and a reference, computed over a user-defined region of interest, and uses the partial derivatives in order to significantly speed up the computation. This approach is inspired by the well known Kanade–Lucas–Tomasi feature tracker.
DOI
10.1016/j.fsidi.2020.301087
Archivio
http://hdl.handle.net/11368/2979717
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85098745989
http://www.sciencedirect.com/science/article/pii/S2666281720303899
Diritti
closed access
license:copyright editore
FVG url
https://arts.units.it/request-item?handle=11368/2979717
Soggetti
  • Super-resolution

  • Video surveillance

  • Object tracking

  • Image registration

  • Perspective transform...

Scopus© citazioni
5
Data di acquisizione
Jun 7, 2022
Vedi dettagli
Visualizzazioni
6
Data di acquisizione
Apr 19, 2024
Vedi dettagli
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