TY - GEN
T1 - Polynomial regression, area and length based filtering to remove misclassified pixels acquired in the crack segmentation process of 2D X-ray CT images of tested plaster specimens
AU - Bhowmik, Ujjal Kumar
AU - Cork, Tyler
AU - Hudyma, Nick W.
N1 - Publisher Copyright:
© 2015 IEEE.
PY - 2016/3/2
Y1 - 2016/3/2
N2 - This work presents an effective and robust technique to remove misclassified pixels acquired in the crack segmentation process of 2D X-ray CT images of tested plaster specimens. Cracks have distinct properties, such as they are fairly piece-wise linear, and they have certain area and length ratios, which can be used to remove misclassified pixels from cracks segments. In this paper, a combination of polynomial regression and area-based, length-based filtering scheme is applied to remove undesired pixels from the 2D CT images of plaster specimen. With the help of experimental results the effectiveness and robustness of the proposed technique are verified.
AB - This work presents an effective and robust technique to remove misclassified pixels acquired in the crack segmentation process of 2D X-ray CT images of tested plaster specimens. Cracks have distinct properties, such as they are fairly piece-wise linear, and they have certain area and length ratios, which can be used to remove misclassified pixels from cracks segments. In this paper, a combination of polynomial regression and area-based, length-based filtering scheme is applied to remove undesired pixels from the 2D CT images of plaster specimen. With the help of experimental results the effectiveness and robustness of the proposed technique are verified.
KW - Area-based filtering
KW - Computed tomography (CT)
KW - Length-based filtering
KW - Local entropy based thresholding
KW - Polynomial regression based filtering
UR - http://www.scopus.com/inward/record.url?scp=84964490257&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84964490257&partnerID=8YFLogxK
U2 - 10.1109/CSCI.2015.141
DO - 10.1109/CSCI.2015.141
M3 - Conference contribution
AN - SCOPUS:84964490257
T3 - Proceedings - 2015 International Conference on Computational Science and Computational Intelligence, CSCI 2015
SP - 437
EP - 442
BT - Proceedings - 2015 International Conference on Computational Science and Computational Intelligence, CSCI 2015
A2 - Tran, Quoc-Nam
A2 - Deligiannidis, Leonidas
A2 - Arabnia, Hamid R.
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - International Conference on Computational Science and Computational Intelligence, CSCI 2015
Y2 - 7 December 2015 through 9 December 2015
ER -