Deep learning for crack-like object detection /
Zhang, Kaige, 1987-
Deep learning for crack-like object detection / Kaige Zhang, Heng-Da Cheng. - First edition. - 1 online resource : illustrations - CRC focus .
"A Science Publishers book."
Introduction. Crack Detection with Deep Classification Network. Crack Detection with Fully Convolutional Network. Crack Detection with Generative Adversarial Learning. Self-Supervised Structure Learning for Crack Detection. Deep Edge Computing. Conclusion and Discussion.
"With the development of artificial intelligence (AI), the deep learning technique has achieved great success. However, using deep learning for high accurate crack localization is non-trivial. Based on deep learning, this book has solved a bunch of important issues existing in crack-like object detection, and finished a practical smart pavement surface inspection system. By introducing those method and the system, this book gives the reader an easy way to get into the computer vision and deep learning research area. In addition, this research performs a preliminary study about the future AI system, which provides a concept that has potential to realize fully automatic crack detection without human's intervention"--
9781003252948 100325294X 9781000871319 1000871312 9781000871272 1000871274
10.1201/9781003252948 doi
COMPUTERS / Machine Theory
COMPUTERS / Computer Engineering
SCIENCE / Life Sciences / General
Pavements, Concrete--Testing--Data processing.
Concrete--Cracking.
Deep learning (Machine learning)
TE278
625.8/40285
Deep learning for crack-like object detection / Kaige Zhang, Heng-Da Cheng. - First edition. - 1 online resource : illustrations - CRC focus .
"A Science Publishers book."
Introduction. Crack Detection with Deep Classification Network. Crack Detection with Fully Convolutional Network. Crack Detection with Generative Adversarial Learning. Self-Supervised Structure Learning for Crack Detection. Deep Edge Computing. Conclusion and Discussion.
"With the development of artificial intelligence (AI), the deep learning technique has achieved great success. However, using deep learning for high accurate crack localization is non-trivial. Based on deep learning, this book has solved a bunch of important issues existing in crack-like object detection, and finished a practical smart pavement surface inspection system. By introducing those method and the system, this book gives the reader an easy way to get into the computer vision and deep learning research area. In addition, this research performs a preliminary study about the future AI system, which provides a concept that has potential to realize fully automatic crack detection without human's intervention"--
9781003252948 100325294X 9781000871319 1000871312 9781000871272 1000871274
10.1201/9781003252948 doi
COMPUTERS / Machine Theory
COMPUTERS / Computer Engineering
SCIENCE / Life Sciences / General
Pavements, Concrete--Testing--Data processing.
Concrete--Cracking.
Deep learning (Machine learning)
TE278
625.8/40285