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  1. International Journal of Machine Learning and Cybernetics
  2. International Journal of Machine Learning and Cybernetics : Volume 5
  3. International Journal of Machine Learning and Cybernetics : Volume 5, Issue 6, December 2014
  4. A fast template matching-based algorithm for railway bolts detection
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International Journal of Machine Learning and Cybernetics : Volume 8
International Journal of Machine Learning and Cybernetics : Volume 7
International Journal of Machine Learning and Cybernetics : Volume 6
International Journal of Machine Learning and Cybernetics : Volume 5
International Journal of Machine Learning and Cybernetics : Volume 5, Issue 6, December 2014
Efficient mining frequent itemsets algorithms
A fast template matching-based algorithm for railway bolts detection
Fuzzy clustering with non-local information for image segmentation
A comparison of ℓ1-regularizion, PCA, KPCA and ICA for dimensionality reduction in logistic regression
Subscriber dynamic characteristics-based wireless network accessing bandwidth prediction
A novel prior-based real-time click through rate prediction model
Towards enriching the quality of k-nearest neighbor rule for document classification
Human facial expression analysis based on image granule LPP
Reduced-reference image quality assessment through SIFT intensity ratio
Retina based biometric authentication using phase congruency
Conditions for coverings to induce matroids
Secondary basis unique augmentation matroids and union minimal matroids
Primitive attempt to turn images into percepts
Optimal revenue-sharing contract based on forecasting effort for uncertain agency problem
Dynamic updating multigranulation fuzzy rough set: approximations and reducts
International Journal of Machine Learning and Cybernetics : Volume 5, Issue 5, October 2014
International Journal of Machine Learning and Cybernetics : Volume 5, Issue 4, August 2014
International Journal of Machine Learning and Cybernetics : Volume 5, Issue 3, June 2014
International Journal of Machine Learning and Cybernetics : Volume 5, Issue 2, April 2014
International Journal of Machine Learning and Cybernetics : Volume 5, Issue 1, February 2014
International Journal of Machine Learning and Cybernetics : Volume 4
International Journal of Machine Learning and Cybernetics : Volume 3
International Journal of Machine Learning and Cybernetics : Volume 2
International Journal of Machine Learning and Cybernetics : Volume 1

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A fast template matching-based algorithm for railway bolts detection

Content Provider SpringerLink
Author Dou, Yunguang Huang, Yaping Li, Qingyong Luo, Siwei
Copyright Year 2014
Abstract Railway bolts detection is an important task in railway maintenance and some techniques based on traditional feature extraction and classification have been used in this application. However, these techniques have two critical disadvantages, i.e., manual collection of training data set and time-consuming training process; furthermore, trained classifiers are hard to generalize from a specific railway to the others. In order to overcome these problems, we propose a fast template matching-based algorithm, named FTM, in this paper. Firstly, we use a template matching method to locate the bolts with constrains of the railway geometric structure. Then, we use a nearest neighbor classifier to determine whether a bolt is in position or not. At last, we use GPU with CUDA architecture to accelerate the most time-consuming part of FTM. The experiments demonstrate that our proposed FTM algorithm achieves the accuracy of 98.57 % in average, and the average false positive is only 0.89 %. The overall speedup of FTM by GPU is 6.11, and the most time-consuming part gets speedup of 17.73. Furthermore, FTM only need to collect several samples in a new railway without laborious training work.
Starting Page 835
Ending Page 844
Page Count 10
File Format PDF
ISSN 18688071
Journal International Journal of Machine Learning and Cybernetics
Volume Number 5
Issue Number 6
e-ISSN 1868808X
Language English
Publisher Springer Berlin Heidelberg
Publisher Date 2014-01-08
Publisher Place Berlin, Heidelberg
Access Restriction One Nation One Subscription (ONOS)
Subject Keyword Feature extraction Pattern classification Railway maintenance Bolts detection Object detection GPU acceleration Computational Intelligence Artificial Intelligence (incl. Robotics) Control, Robotics, Mechatronics Statistical Physics, Dynamical Systems and Complexity Systems Biology Pattern Recognition
Content Type Text
Resource Type Article
Subject Artificial Intelligence Computer Vision and Pattern Recognition Software
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