eBook: 3D Rotations: Parameter Computation and Lie Algebra based Optimization (DRM PDF)
 
電子書格式: DRM PDF
作者: Kenichi Kanatani 
分類: Graphical & digital media applications ,
3D graphics & modelling ,
3D graphics: games programming ,
Computer science  
書城編號: 20631877


售價: $526.00

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製造商: CRC Press
出版日期: 2020/08/03
頁數: 157
ISBN: 9781000070668
 
>> 相關實體書

商品簡介
3D rotation analysis is widely encountered in everyday problems thanks to the development of computers. Sensing 3D using cameras and sensors, analyzing and modeling 3D for computer vision and computer graphics, and controlling and simulating robot motion all require 3D rotation computation. This book focuses on the computational analysis of 3D rotation, rather than classical motion analysis. It regards noise as random variables and models their probability distributions. It also pursues statistically optimal computation for maximizing the expected accuracy, as is typical of nonlinear optimization. All concepts are illustrated using computer vision applications as examples.Mathematically, the set of all 3D rotations forms a group denoted by SO(3). Exploiting this group property, we obtain an optimal solution analytical or numerically, depending on the problem. Our numerical scheme, which we call the "Lie algebra method," is based on the Lie group structure of SO(3).This book also proposes computing projects for readers who want to code the theories presented in this book, describing necessary 3D simulation setting as well as providing real GPS 3D measurement data. To help readers not very familiar with abstract mathematics, a brief overview of quaternion algebra, matrix analysis, Lie groups, and Lie algebras is provided as Appendix at the end of the volume.
Kenichi Kanatani 作者作品表

eBook: Linear Algebra for Pattern Processing: Projection, Singular Value Decomposition, and Pseudoinverse (DRM PDF)

eBook: Linear Algebra for Pattern Processing: Projection, Singular Value Decomposition, and Pseudoinverse (DRM PDF)

eBook: 3D Rotations: Parameter Computation and Lie Algebra based Optimization (DRM PDF)

eBook: 3D Rotations: Parameter Computation and Lie Algebra based Optimization (DRM EPUB)

eBook: Understanding Geometric Algebra: Hamilton, Grassmann, and Clifford for Computer Vision and Graphics (DRM PDF)

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