Intelligent System to Evaluate the Quality of Orange, Lemon, Sweet Lime and Tomato Using Back-Propagation Neural-Network (BPNN) and Probabilistic Neural Network (PNN)

V. G. Narendra, K. Govardhan Hegde

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

Abstract

The quality assessment and sorting millions of fruits as well as vegetables by manual is usually slower. But also costly and cannot give an accurate result. In this research, to increase the quality of food above products were developed by using a vision-based quality inspection and sorting system. The quality assessment and sorting process analyzes taken image for its quality (good). It discards the defected one (bad). The image can be of vegetables or fruits. Four different systems for different food products (Orange, Lemon, Sweet Lime, and Tomato) have been developed. We have used a dataset of one thousand two hundred images which can be used to train as well as test the image systems. All images of 300 in the count. The obtained overall accuracy ranges between 85.0% to 95.00% for Orange, Lemon, Sweet Lime, and Tomato by using soft-computing techniques such as Backpropagation neural network and Probabilistic neural network.

Original languageEnglish
Title of host publicationAdvanced Informatics for Computing Research - 3rd International Conference, ICAICR 2019, Revised Selected Papers
EditorsAshish Kumar Luhach, Dharm Singh Jat, Kamarul Bin Ghazali Hawari, Xiao-Zhi Gao, Pawan Lingras
PublisherSpringer Paris
Pages369-382
Number of pages14
ISBN (Print)9789811501074
DOIs
Publication statusPublished - 01-01-2019
Event3rd International Conference on Advanced Informatics for Computing Research, ICAICR 2019 - Shimla, India
Duration: 15-06-201916-06-2019

Publication series

NameCommunications in Computer and Information Science
Volume1075
ISSN (Print)1865-0929
ISSN (Electronic)1865-0937

Conference

Conference3rd International Conference on Advanced Informatics for Computing Research, ICAICR 2019
CountryIndia
CityShimla
Period15-06-1916-06-19

All Science Journal Classification (ASJC) codes

  • Computer Science(all)
  • Mathematics(all)

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