Skip to main content

Use of Computer Vision during the process of Quality Control in the classification of grain

  • Conference paper
Advances in Computer and Information Sciences and Engineering

Abstract

In this work the date collected is a result of the development of a system of computer vision taking place during the quality control stage of the process of classifying grain sizes. This is important as the machines may need to be adjusted if samples of produce are found to have differing percentages of grain quality during the process. This study focussed on the machine process involved in the production of rice for small and medium-sized companies, referred to in this study as S&MC. This production process is made up of different stages; the first is the acquisition of images of the grains of rice which are then condensed to obtain better results in the segmentation process. The segmentation process uses images which seek the outline of the grains only. This study took these images and later developed them further and algorithms were programmed in order to segment the whole rice grains and those three quarter size, using techniques of characterization and grain classification based on the morphologic properties of these grains. Finally, it was possible to segment and to classify 90.92% of the images analyzed in the correct form.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 84.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 109.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 109.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Castleman, K.(1996), Digitalis Image Processing, pp. 667, Prentice Hall. New Jersey.

    Google Scholar 

  2. Haralick, R. and Shapiro, L. (1993), Computer and Vision Robot. Addison-Wesley.

    Google Scholar 

  3. Trucco, And Verri, A.(1998), Introductory for Techniques 3-D Computer Vision. Prentice Hall.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2008 Springer Science+Business Media B.V.

About this paper

Cite this paper

Manuel, R.S.J., Mariana, G.R., Alejandro, V.M.M. (2008). Use of Computer Vision during the process of Quality Control in the classification of grain. In: Sobh, T. (eds) Advances in Computer and Information Sciences and Engineering. Springer, Dordrecht. https://doi.org/10.1007/978-1-4020-8741-7_38

Download citation

  • DOI: https://doi.org/10.1007/978-1-4020-8741-7_38

  • Publisher Name: Springer, Dordrecht

  • Print ISBN: 978-1-4020-8740-0

  • Online ISBN: 978-1-4020-8741-7

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics