A New Framework in Solving Tailing and Necking Problems of Thinned Binary Image

Sabarina Abu Bakar; SitiSophiayati Yuhaniz; HairudinAbd Majid; Habibollah Haron

Signal Processing and Information Technology. First International Joint Conference, SPIT 2011 and IPC 2011, Amsterdam, The Netherlands, December 1-2, 2011, Revised Selected Papers

Research Article

A New Framework in Solving Tailing and Necking Problems of Thinned Binary Image

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@INPROCEEDINGS{10.1007/978-3-642-32573-1_22,
    author={Sabarina Abu Bakar and SitiSophiayati Yuhaniz and HairudinAbd Majid and Habibollah Haron},
    title={A New Framework in Solving Tailing and Necking Problems of Thinned Binary Image},
    proceedings={Signal Processing and Information Technology. First International Joint Conference, SPIT 2011 and IPC 2011, Amsterdam, The Netherlands, December 1-2, 2011, Revised Selected Papers},
    proceedings_a={SPIT \& IPC},
    year={2012},
    month={10},
    keywords={Tailing necking thinning neural network},
    doi={10.1007/978-3-642-32573-1_22}
}

Sabarina Abu Bakar
SitiSophiayati Yuhaniz
HairudinAbd Majid
Habibollah Haron
Year: 2012
A New Framework in Solving Tailing and Necking Problems of Thinned Binary Image
SPIT & IPC
Springer
DOI: 10.1007/978-3-642-32573-1_22

Sabarina Abu Bakar¹^,*, SitiSophiayati Yuhaniz¹^,*, HairudinAbd Majid¹^,*, Habibollah Haron¹^,*

1: Universiti Teknologi Malaysia

*Contact email: sabarinaAB@gmail.com, sophia@utm.my, hairudin@utm.my, habib@utm.my

Abstract

A framework for solving tailing and necking problem in thinned binary image (TBI) is proposed. Tailing and necking are some of the classical problems occurred in thinned binary image. Artificial Neural Network (ANN) approach has been selected to be implemented in this study for obtaining a better thinned binary image. The identified TBI with tailing and necking problem are represented in a x dimensions of matrix and will be undergo a training of different set of neural network models that have been develop by using multiple layer perceptron and back propagation algorithm with different numbers of hidden layers. The experimental works show promising results.

Keywords: Tailing necking thinning neural network

Published: 2012-10-08

: http://dx.doi.org/10.1007/978-3-642-32573-1_22