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Authors: A. Zamberletti ; I. Gallo ; M. Carullo and E. Binaghi

Affiliation: Università degli Studi dell’Insubria, Italy

Keyword(s): Barcode recognition, Image restoration, Neural networks.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Biomedical Engineering ; Biomedical Signal Processing ; Computational Intelligence ; Computer Vision, Visualization and Computer Graphics ; Enhancement and Restoration ; Health Engineering and Technology Applications ; Human-Computer Interaction ; Image Formation and Preprocessing ; Methodologies and Methods ; Neural Networks ; Neurocomputing ; Neurotechnology, Electronics and Informatics ; Pattern Recognition ; Physiological Computing Systems ; Sensor Networks ; Signal Processing ; Soft Computing ; Theory and Methods

Abstract: The existing open-source libraries for 1-D barcodes recognition are not able to recognize the codes from images acquired using simple devices without autofocus or macro function. In this article we present an improvement of an existing algorithm for recognizing 1-D barcodes using camera phones with and without autofocus. The multilayer feedforward neural network based on backpropagation algorithm is used for image restoration in order to improve the selected algorithm. Performances of the proposed algorithm were compared with those obtained from available open-source libraries. The results show that our method makes possible the decoding of barcodes from images captured by mobile phones without autofocus.

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Paper citation in several formats:
Zamberletti, A.; Gallo, I.; Carullo, M. and Binaghi, E. (2010). NEURAL IMAGE RESTORATION FOR DECODING 1-D BARCODES USING COMMON CAMERA PHONES. In Proceedings of the International Conference on Computer Vision Theory and Applications (VISIGRAPP 2010) - Volume 1: VISAPP; ISBN 978-989-674-028-3; ISSN 2184-4321, SciTePress, pages 5-11. DOI: 10.5220/0002811600050011

@conference{visapp10,
author={A. Zamberletti. and I. Gallo. and M. Carullo. and E. Binaghi.},
title={NEURAL IMAGE RESTORATION FOR DECODING 1-D BARCODES USING COMMON CAMERA PHONES},
booktitle={Proceedings of the International Conference on Computer Vision Theory and Applications (VISIGRAPP 2010) - Volume 1: VISAPP},
year={2010},
pages={5-11},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002811600050011},
isbn={978-989-674-028-3},
issn={2184-4321},
}

TY - CONF

JO - Proceedings of the International Conference on Computer Vision Theory and Applications (VISIGRAPP 2010) - Volume 1: VISAPP
TI - NEURAL IMAGE RESTORATION FOR DECODING 1-D BARCODES USING COMMON CAMERA PHONES
SN - 978-989-674-028-3
IS - 2184-4321
AU - Zamberletti, A.
AU - Gallo, I.
AU - Carullo, M.
AU - Binaghi, E.
PY - 2010
SP - 5
EP - 11
DO - 10.5220/0002811600050011
PB - SciTePress