Color recognition algorithm using a neural network model in determining the ripeness of a Banana
Organized by School of Mechatronic Engineering (UniMAP) & co-organized by The Institution of Engineering Malaysia (IEM), 11th - 13th October 2009 at Batu Feringhi, Penang, Malaysia.
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Universiti Malaysia Perlis
2009
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Online Access: | http://dspace.unimap.edu.my/xmlui/handle/123456789/7305 |
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my.unimap-73052010-01-15T15:16:31Z Color recognition algorithm using a neural network model in determining the ripeness of a Banana Paulraj, Murugesapandian Hema, Chengalvarayan Radhakrishnamurthy R. Pranesh, Krishnan Siti Sofiah, Mohd Radzi paul@unimap.edu.my Color recognition Neural network RGB Histogram Ripeness of Banana Neural networks (Computer science) Image processing Organized by School of Mechatronic Engineering (UniMAP) & co-organized by The Institution of Engineering Malaysia (IEM), 11th - 13th October 2009 at Batu Feringhi, Penang, Malaysia. This paper presents a simple color recognition algorithm using a Neural Network model and applied to determine the ripeness of a banana. The captured image of the banana is resized and its RGB color components are extracted. The color components of the resized images are rescaled using a simple heuristic method. Further, a histogram for the rescaled image is obtained and used as a feature vector to identify the ripeness of the banana. A simple graphical user interface system is developed in MATLAB that classifies the ripeness of the banana. The proposed model has an accuracy of 96%. 2009-11-17T03:35:42Z 2009-11-17T03:35:42Z 2009-10-11 Working Paper p.2B7 1 - 2B7 4 http://hdl.handle.net/123456789/7305 en Proceedings of the International Conference on Man-Machine Systems (ICoMMS 2009) Universiti Malaysia Perlis |
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Color recognition Neural network RGB Histogram Ripeness of Banana Neural networks (Computer science) Image processing |
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Color recognition Neural network RGB Histogram Ripeness of Banana Neural networks (Computer science) Image processing Paulraj, Murugesapandian Hema, Chengalvarayan Radhakrishnamurthy R. Pranesh, Krishnan Siti Sofiah, Mohd Radzi Color recognition algorithm using a neural network model in determining the ripeness of a Banana |
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Organized by School of Mechatronic Engineering (UniMAP) & co-organized by The Institution of Engineering Malaysia (IEM), 11th - 13th October 2009 at Batu Feringhi, Penang, Malaysia. |
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paul@unimap.edu.my |
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paul@unimap.edu.my Paulraj, Murugesapandian Hema, Chengalvarayan Radhakrishnamurthy R. Pranesh, Krishnan Siti Sofiah, Mohd Radzi |
format |
Working Paper |
author |
Paulraj, Murugesapandian Hema, Chengalvarayan Radhakrishnamurthy R. Pranesh, Krishnan Siti Sofiah, Mohd Radzi |
author_sort |
Paulraj, Murugesapandian |
title |
Color recognition algorithm using a neural network model in determining the ripeness of a Banana |
title_short |
Color recognition algorithm using a neural network model in determining the ripeness of a Banana |
title_full |
Color recognition algorithm using a neural network model in determining the ripeness of a Banana |
title_fullStr |
Color recognition algorithm using a neural network model in determining the ripeness of a Banana |
title_full_unstemmed |
Color recognition algorithm using a neural network model in determining the ripeness of a Banana |
title_sort |
color recognition algorithm using a neural network model in determining the ripeness of a banana |
publisher |
Universiti Malaysia Perlis |
publishDate |
2009 |
url |
http://dspace.unimap.edu.my/xmlui/handle/123456789/7305 |
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1643788754229395456 |