@article{ART001069685},
author={Park, Hyun-Jung and Kim, Kwang-baek},
title={Recognition of Concrete Surface Cracks Using Enhanced Max-Min Neural Networks},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2007},
volume={12},
number={2},
pages={77-82}
TY - JOUR
AU - Park, Hyun-Jung
AU - Kim, Kwang-baek
TI - Recognition of Concrete Surface Cracks Using Enhanced Max-Min Neural Networks
JO - Journal of The Korea Society of Computer and Information
PY - 2007
VL - 12
IS - 2
PB - The Korean Society Of Computer And Information
SP - 77
EP - 82
SN - 1598-849X
AB - In this paper, we proposed the image processing techniques for extracting the cracks in a concrete surface crack image and the enhanced Max-Min neural network for recognizing the directions of the extracted cracks. The image processing techniques used are the closing operation of morphological techniques, the Sobel masking for extracting for edges of the cracks, and the iterated binarization for acquiring the binarized image from the crack image. The cracks are extracted from the concrete surface image after applying two times of noise reduction to the binarized image. We proposed the method for automatically recognizing the directions of the cracks with the enhanced Max-Min neural network. Also, we propose an enhanced Max-Min neural network by auto-tuning of learning rate using delta-bar-delta algorithm. The experiments using real concrete crack images showed that the cracks in the concrete crack images were effectively extracted and the enhanced Max-Min neural network was effective in the recognition of direction of the extracted cracks.
KW - Enhanced Max-Min neural network;Concrete surface crack;Morphological techniques;Delta-bar-delta
DO -
UR -
ER -
Park, Hyun-Jung and Kim, Kwang-baek. (2007). Recognition of Concrete Surface Cracks Using Enhanced Max-Min Neural Networks. Journal of The Korea Society of Computer and Information, 12(2), 77-82.
Park, Hyun-Jung and Kim, Kwang-baek. 2007, "Recognition of Concrete Surface Cracks Using Enhanced Max-Min Neural Networks", Journal of The Korea Society of Computer and Information, vol.12, no.2 pp.77-82.
Park, Hyun-Jung, Kim, Kwang-baek "Recognition of Concrete Surface Cracks Using Enhanced Max-Min Neural Networks" Journal of The Korea Society of Computer and Information 12.2 pp.77-82 (2007) : 77.
Park, Hyun-Jung, Kim, Kwang-baek. Recognition of Concrete Surface Cracks Using Enhanced Max-Min Neural Networks. 2007; 12(2), 77-82.
Park, Hyun-Jung and Kim, Kwang-baek. "Recognition of Concrete Surface Cracks Using Enhanced Max-Min Neural Networks" Journal of The Korea Society of Computer and Information 12, no.2 (2007) : 77-82.
Park, Hyun-Jung; Kim, Kwang-baek. Recognition of Concrete Surface Cracks Using Enhanced Max-Min Neural Networks. Journal of The Korea Society of Computer and Information, 12(2), 77-82.
Park, Hyun-Jung; Kim, Kwang-baek. Recognition of Concrete Surface Cracks Using Enhanced Max-Min Neural Networks. Journal of The Korea Society of Computer and Information. 2007; 12(2) 77-82.
Park, Hyun-Jung, Kim, Kwang-baek. Recognition of Concrete Surface Cracks Using Enhanced Max-Min Neural Networks. 2007; 12(2), 77-82.
Park, Hyun-Jung and Kim, Kwang-baek. "Recognition of Concrete Surface Cracks Using Enhanced Max-Min Neural Networks" Journal of The Korea Society of Computer and Information 12, no.2 (2007) : 77-82.
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