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3D Imaging, Analysis and Applications

by Yonghuai Liu, Nick Pears, Paul L. Rosin, Patrik Huber

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About this book

<p></p><p>This textbook is designed for postgraduate studies in the field of 3D Computer Vision. It also provides a useful reference for industrial practitioners; for example, in the areas of 3D data capture, computer-aided geometric modelling and industrial quality assurance. This second edition is a significant upgrade of existing topics with novel findings. Additionally, it has new material covering consumer-grade RGB-D cameras, 3D morphable models, deep learning on 3D datasets, as well as new applications in the 3D digitization of cultural heritage and the 3D phenotyping of crops. </p> <p>Overall, the book covers three main areas:</p> <p>● 3D imaging, including passive 3D imaging, active triangulation 3D imaging, active time-of-flight 3D imaging, consumer RGB-D cameras, and 3D data representation and visualisation; </p> <p>● 3D shape analysis, including local descriptors, registration, matching, 3D morphable models, and deep learning on 3D datasets; and </p> <p>● 3D applications, including 3D face recognition, cultural heritage and 3D phenotyping of plants. </p> <p>3D computer vision is a rapidly advancing area in computer science. There are many real-world applications that demand high-performance 3D imaging and analysis and, as a result, many new techniques and commercial products have been developed. However, many challenges remain on how to analyse the captured data in a way that is sufficiently fast, robust and accurate for the application. Such challenges include metrology, semantic segmentation, classification and recognition. Thus, 3D imaging, analysis and their applications remain a highly-active research field that will continue to attract intensive attention from the research community with the ultimate goal of fully automating the 3D data capture, analysis and inference pipeline.<br></p> <p> </p><br><p></p>

Details

Format
Paperback
Pages
736
Publisher
Springer International Publishing
Language
EN
Edition
2nd ed. 2020
ISBN-13
9783030440725
ISBN-10
3030440729

Categories

Computers, Artificial Intelligence, Computer Vision & Pattern Recognition, Image Processing