Automated detection of fully and partially riped mango by machine vision

Manish Chhabra, Abhishek Gupta, Prateek Mehrotra, Smarti Reel

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Citations (Scopus)

Abstract

Mango quality assessment is important in meeting market requirements. The quality of the mango can be judge by its length, thickness, width, area, etc. In this paper on the basis of simple mathematical calculations different parameters of a number of mango are calculated. The present paper focused on the classification of mangoes using morphological Operations. A video containing mangoes hanging from the trees is made and used as the input to this algorithm. The video is read frame by frame and the within one frame morphological operations, watershed algorithm and analysis and segmentation are applied. The mango types used in this study were Ripe Mango, Unripe Mango. In this paper the application of neural network is used for assessment of mango. The contours of ripe and unripe mangoes have been extracted, precisely normalised and then used as input data for the neural network. The network optimisation has been carried out and then the results have been analysed in the context of response values worked out by the output neurons.

Original languageEnglish
Title of host publicationProceedings of the International Conference on Soft Computing for Problem Solving, SocProS 2011
EditorsKusum Deep, Atulya Nagar, Millie Pant, Jagdish Chand Bansal
PublisherSpringer
Pages153-164
Number of pages12
Volume2
ISBN (Print)9788132204909
DOIs
Publication statusPublished - 23 May 2012
EventInternational Conference on Soft Computing for Problem Solving, SocProS 2011 - Roorkee, India
Duration: 20 Dec 201122 Dec 2011

Publication series

NameAdvances in Intelligent and Soft Computing
PublisherSpringer
Volume131
ISSN (Print)1867-5662

Conference

ConferenceInternational Conference on Soft Computing for Problem Solving, SocProS 2011
CountryIndia
CityRoorkee
Period20/12/1122/12/11

Keywords

  • Feature Extraction
  • Image Recognition
  • Image Segmentation
  • Mango Quality Assessment
  • MATLAB GUI
  • neural network
  • watershed algorithm

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