DocumentCode
1756273
Title
On Scanning Linear Barcodes From Out-of-Focus Blurred Images: A Spatial Domain Dynamic Template Matching Approach
Author
Ling Chen ; Hong Man ; Huading Jia
Author_Institution
Dept. of Comput. Sci., Southwestern Univ. of Finance & Econ., Chengdu, China
Volume
23
Issue
6
fYear
2014
fDate
41791
Firstpage
2637
Lastpage
2650
Abstract
Because of the lack of disciplined and efficient mechanisms, most modern area charge-coupled device-based barcode scanning technologies are not capable of handling out-of-focus (OOF) image blur and rely heavily on camera systems for capturing good quality, well-focused barcode images. In this paper, we present a novel linear barcode scanning system based on a dynamic template matching scheme. The proposed system works entirely in the spatial domain, and is capable of reading linear barcodes from low-resolution images containing severe OOF blur. This paper treats linear barcode scanning under the perspective of deformed binary waveform analysis and classification. A directed graphical model is designed to characterize the relationship between the blurred barcode waveform and its corresponding symbol value at any specific blur level. Under this model, linear barcode scanning is cast to find the optimal state sequence associated with the deformed barcode waveform segments. A dynamic programming-based inference algorithm is designed to retrieve the optimal state sequence, enabling real-time decoding on mobile devices of limited processing power.
Keywords
cameras; directed graphs; dynamic programming; image classification; image matching; image resolution; linear codes; waveform analysis; OOF blur; barcode images; binary waveform analysis; binary waveform classification; blurred barcode waveform; camera systems; deformed barcode waveform segments; directed graphical model; dynamic programming-based inference algorithm; dynamic template matching scheme; linear barcode scanning system; linear barcodes reading; low-resolution images; mobile devices; optimal state sequence; out-of-focus blurred images; real-time decoding; spatial domain dynamic template matching approach; Charge coupled devices; Graphical models; Image segmentation; Kernel; Lenses; Real-time systems; Standards; Linear barcode; directed graphical model; document analysis; dynamic programming; out-of-focus blur; template matching;
fLanguage
English
Journal_Title
Image Processing, IEEE Transactions on
Publisher
ieee
ISSN
1057-7149
Type
jour
DOI
10.1109/TIP.2014.2319579
Filename
6804660
Link To Document