Robust Methods for Dense Monocular Non-Rigid 3D Reconstruction and Alignment of Point Clouds

Authors: Golyanik, Vladislav

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  • Computer vision primer: state-of-the-art methods

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About this book

Vladislav Golyanik proposes several new methods for dense non-rigid structure from motion (NRSfM) as well as alignment of point clouds. The introduced methods improve the state of the art in various aspects, i.e. in the ability to handle inaccurate point tracks and 3D data with contaminations. NRSfM with shape priors obtained on-the-fly from several unoccluded frames of the sequence and the new gravitational class of methods for point set alignment represent the primary contributions of this book.

About the Author: 

Vladislav Golyanik is currently a postdoctoral researcher at the Max Planck Institute for Informatics in Saarbr├╝cken, Germany. The current focus of his research lies on 3D reconstruction and analysis of general deformable scenes, 3D reconstruction of human body and matching problems on point sets and graphs. He is interested in machine learning (both supervised and unsupervised), physics-based methods as well as new hardware and sensors for computer vision and graphics (e.g., quantum computers and event cameras). 

About the authors

Vladislav Golyanik is currently a postdoctoral researcher at the Max Planck Institute for Informatics in Saarbr├╝cken, Germany. The current focus of his research lies on 3D reconstruction and analysis of general deformable scenes, 3D reconstruction of human body and matching problems on point sets and graphs. He is interested in machine learning (both supervised and unsupervised), physics-based methods as well as new hardware and sensors for computer vision and graphics (e.g., quantum computers and event cameras). 

Table of contents (11 chapters)

Table of contents (11 chapters)

Buy this book

eBook $69.99
price for USA in USD
  • ISBN 978-3-658-30567-3
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • Immediate eBook download after purchase and usable on all devices
  • Bulk discounts available
Softcover $89.99
price for USA in USD
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Bibliographic Information

Bibliographic Information
Book Title
Robust Methods for Dense Monocular Non-Rigid 3D Reconstruction and Alignment of Point Clouds
Authors
Copyright
2020
Publisher
Springer Vieweg
Copyright Holder
The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Fachmedien Wiesbaden GmbH, part of Springer Nature
eBook ISBN
978-3-658-30567-3
DOI
10.1007/978-3-658-30567-3
Softcover ISBN
978-3-658-30566-6
Edition Number
1
Number of Pages
XXIV, 352
Number of Illustrations
106 b/w illustrations, 13 illustrations in colour
Topics