Image Quality Assessment on Identity Documents

Zusammenfassung
This paper developed a method for performing Image Quality Assessment (IQA) on ID-Card images. First, we build the dataset, consisting of 204 images from Chilean ID-Cards, containing real and tampered images with varying quality levels. Then, we evaluated different features, obtaining the best results using the BRISQUE features and a newly trained SVR, with an $R^2$ score of 0.5868. This proposed method is called BRISQUE-ID. The IQA on ID-Cards can be used as a pre-processing stage for discarding lousy quality images and helping the subsequent steps in the processing pipeline.
  • Vollständige Referenz
  • BibTeX
Yáñez, C. & Tapia, J., (2021). Image Quality Assessment on Identity Documents. In: Brömme, A., Busch, C., Damer, N., Dantcheva, A., Gomez-Barrero, M., Raja, K., Rathgeb, C., Sequeira, A. & Uhl, A. (Hrsg.), BIOSIG 2021 - Proceedings of the 20th International Conference of the Biometrics Special Interest Group. Bonn: Gesellschaft für Informatik e.V.. (S. 137-146).
@inproceedings{mci/Yáñez2021,
author = {Yáñez, Claudio AND Tapia, Juan},
title = {Image Quality Assessment on Identity Documents},
booktitle = {BIOSIG 2021 - Proceedings of the 20th International Conference of the Biometrics Special Interest Group},
year = {2021},
editor = {Brömme, Arslan AND Busch, Christoph AND Damer, Naser AND Dantcheva, Antitza AND Gomez-Barrero, Marta AND Raja, Kiran AND Rathgeb, Christian AND Sequeira, Ana AND Uhl, Andreas} ,
pages = { 137-146 },
publisher = {Gesellschaft für Informatik e.V.},
address = {Bonn}
}
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Mehr Information

ISBN: 978-3-88579-709-8
ISSN: 1617-5468
Datum: 2021
Sprache: en (en)
Typ: Text/Conference Paper
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