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Deep Learning for Crack-Like Object Detection.

Deep Learning for Crack-Like Object Detection.

・ISBN 978-1-032-18118-9 hard GB£ 51.99

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お気に入り
電子版あり 大学・学術機関向け電子ブック(eBook)ISBN 9781003252948
著者・編者Zhang, Kaige / Cheng, Heng-Da,
出版社 (CRC Press, UK)
出版年月2023
ページ数100 pp.
言語ENG
ニュース番号<A01-31911>

解説

Computer vision-based crack-like object detection has many useful applications, such as inspecting/monitoring pavement surface, underground pipeline, bridge cracks, railway tracks etc. However, in most contexts, cracks appear as thin, irregular long-narrow objects, and often are buried in complex, textured background with high diversity which make the crack detection very challenging. During the past a few years, deep learning technique has achieved great success and has been utilized for solving a variety of object detection problems.

This book discusses crack-like object detection problem comprehensively. It starts by discussing traditional image processing approaches for solving this problem, and then introduces deep learning-based methods. It provides a detailed review of object detection problems and focuses on the most challenging problem, crack-like object detection, to dig deep into the deep learning method. It includes examples of real-world problems, which are easy to understand and could be a good tutorial for introducing computer vision and machine learning.