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A Very High-Speed Validation Scheme Based on Template Matching for Segmented Character Expiration Codes on Beverage Cans
- Source :
- Sensors (Basel, Switzerland), Sensors, Vol 20, Iss 3157, p 3157 (2020), Sensors, Volume 20, Issue 11
- Publication Year :
- 2020
-
Abstract
- This paper expands upon a previous publication and is the natural continuation of an earlier study which presented an industrial validator of expiration codes printed on aluminium or tin cans, called MONICOD. MONICOD is distinguished by its high operating speed, running at 200 frames per second and validating up to 35 cans per second. This paper adds further detail to this description by describing the final stage of the MONICOD industrial validator: the process of effectively validating the characters. In this process we compare the acquired shapes, segmented during the prior stages, with expected character shapes. To do this, we use a template matching scheme (here called &ldquo<br />morphologies&rdquo<br />) based on bitwise operations. Two learning algorithms for building the valid morphology databases are also presented. The results of the study presented here show that in the acquisition of 9885 frames containing 465 cans to be validated, there was only one false positive (0.21% of the total). Another notable feature is that it is at least 20% faster in validation time with error rates similar to those of classifiers such as support vector machines (SVM), radial base functions (RBF), multi-layer perceptron with backpropagation (MLP) and k-nearest neighbours (KNN).
- Subjects :
- optical character recognition
Computer science
industrial inspection
computer.software_genre
lcsh:Chemical technology
unsupervised learning
Biochemistry
supervised learning
Article
Analytical Chemistry
lcsh:TP1-1185
Electrical and Electronic Engineering
Instrumentation
very high-speed computing
template matching
character segmentation
business.industry
Template matching
Supervised learning
pattern recognition
Pattern recognition
Optical character recognition
tracking
Perceptron
Atomic and Molecular Physics, and Optics
image processing
Support vector machine
OCR
Validator
Artificial intelligence
business
computer
Subjects
Details
- ISSN :
- 14248220
- Volume :
- 20
- Issue :
- 11
- Database :
- OpenAIRE
- Journal :
- Sensors (Basel, Switzerland)
- Accession number :
- edsair.doi.dedup.....499193db91aad54f4f717a6db286be43