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10.1109/SIBGRAPI.2011.16guideproceedingsArticle/Chapter ViewAbstractPublication PagesConference Proceedingsacm-pubtype
Article

Fast QR Code Detection in Arbitrarily Acquired Images

Published: 28 August 2011 Publication History

Abstract

The detection of QR codes, a type of 2D barcode, as described in the literature consists merely in the determination of the boundaries of the symbol region in images obtained with the specific intent of highlighting the symbol. However, many important applications such as those related with accessibility technologies or robotics, depends on first detecting the presence of a barcode in an environment. We employ Viola-Jones rapid object detection framework to address the problem of finding QR codes in arbitrarily acquired images. This framework provides an efficient way to focus the detection process in promising regions of the image and a very fast feature calculation approach for pattern classification. An extensive study of variations in the parameters of the framework for detecting finder patterns, present in three corners of every QR code, was carried out. Detection accuracy superior to 90%, with controlled number of false positives, is achieved. We also propose a post-processing algorithm that aggregates the results of the first step and decides if the detected finder patterns are part of QR code symbols. This two-step processing is done in real time.

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  • (2022)Boosting remote multi-user AR privacy through a magic ropeProceedings of the 20th Annual International Conference on Mobile Systems, Applications and Services10.1145/3498361.3538795(583-584)Online publication date: 27-Jun-2022
  • (2018)Efficient visual code localization with neural networksPattern Analysis & Applications10.1007/s10044-017-0619-621:1(249-260)Online publication date: 1-Feb-2018
  • (2015)Fast recognition of natural feature identifiers by a mobile phoneActa Cybernetica10.14232/actacyb.22.1.2015.722:1(101-116)Online publication date: 1-Jan-2015
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cover image Guide Proceedings
SIBGRAPI '11: Proceedings of the 2011 24th SIBGRAPI Conference on Graphics, Patterns and Images
August 2011
361 pages
ISBN:9780769545486

Publisher

IEEE Computer Society

United States

Publication History

Published: 28 August 2011

Author Tags

  1. 2D barcode
  2. Haar-like features
  3. QR code
  4. boosting
  5. cascade classifier
  6. classification
  7. pattern recognition

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Cited By

View all
  • (2022)Boosting remote multi-user AR privacy through a magic ropeProceedings of the 20th Annual International Conference on Mobile Systems, Applications and Services10.1145/3498361.3538795(583-584)Online publication date: 27-Jun-2022
  • (2018)Efficient visual code localization with neural networksPattern Analysis & Applications10.1007/s10044-017-0619-621:1(249-260)Online publication date: 1-Feb-2018
  • (2015)Fast recognition of natural feature identifiers by a mobile phoneActa Cybernetica10.14232/actacyb.22.1.2015.722:1(101-116)Online publication date: 1-Jan-2015
  • (2015)Improved QR code localization using boosted cascade of weak classifiersActa Cybernetica10.14232/actacyb.22.1.2015.322:1(21-33)Online publication date: 1-Jan-2015
  • (2015)The Invisible QR CodeProceedings of the 23rd ACM international conference on Multimedia10.1145/2733373.2806398(1047-1050)Online publication date: 13-Oct-2015
  • (2014)QR Code Detection Based on Local FeaturesProceedings of International Conference on Internet Multimedia Computing and Service10.1145/2632856.2632860(319-322)Online publication date: 10-Jul-2014
  • (2013)Fast detection and recognition of QR codes in high-resolution imagesProceedings of the 28th Spring Conference on Computer Graphics10.1145/2448531.2448548(129-136)Online publication date: 10-Mar-2013

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