Robust Methods for Dense Monocular Non-Rigid 3D Reconstruction and Alignment of Point Clouds
Authors: Golyanik, Vladislav
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- About this book
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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 Saarbrücken, 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 Saarbrücken, 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)
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Introduction
Pages 1-11
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Preliminaries
Pages 13-42
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Review of Previous Work
Pages 43-56
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Scalable Dense Non-Rigid Structure from Motion
Pages 57-88
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Shape Priors in Dense Non-Rigid Structure from Motion
Pages 89-133
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Table of contents (11 chapters)
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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
-
- Vladislav Golyanik
- 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
