article Open AccessTop 1% cited
Deep Convolutional Neural Networks with transfer learning for computer vision-based data-driven pavement distress detection
Construction and Building Materials · 2017 · Vol. 157 · pp. 322–330
Kasthurirangan Gopalakrishnan✉(Northwestern University)Siddhartha Kumar Khaitan(Iowa State University)Alok Choudhary(Northwestern University)Ankit Agrawal(Northwestern University)
Infrastructure Maintenance and MonitoringAsphalt Pavement Performance EvaluationGeophysical Methods and ApplicationsConvolutional neural networkTransfer of learningArtificial intelligenceFalse positive paradoxDeep learningComputer scienceClassifier (UML)Artificial neural networkMachine learningPattern recognition (psychology)
Funding
- National Science Foundation
- U.S. Department of Energy
- Ministry of Ayurveda, Yoga and Naturopathy, Unani, Siddha and Homoeopathy
- National Institute of Standards and Technology
- Air Force Office of Scientific Research
Citations
929
FWCI
73.89
field-weighted impact
References
34
Percentile
100%
vs. same field & year
Citations per year
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References
Automatic Road Crack Detection and Characterization
IEEE Transactions on Intelligent Transportation Systems · 2012 · 507 citations
Extremely randomized trees
Machine Learning · 2006 · 8,332 citations
A Fast Learning Algorithm for Deep Belief Nets
Neural Computation · 2006 · 16,253 citations
Deep Convolutional Neural Networks for Computer-Aided Detection: CNN Architectures, Dataset Characteristics and Transfer Learning
IEEE Transactions on Medical Imaging · 2016 · 5,704 citations
Convolutional Neural Networks for Medical Image Analysis: Full Training or Fine Tuning?
IEEE Transactions on Medical Imaging · 2016 · 3,085 citations
A survey of deep neural network architectures and their applications
Neurocomputing · 2016 · 3,220 citations
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