Reconstruction and Analysis of 3D Scenes: From Irregularly Distributed 3D Points to Object Classes

Author:   Martin Weinmann
Publisher:   Springer International Publishing AG
Edition:   Softcover reprint of the original 1st ed. 2016
ISBN:  

9783319805214


Pages:   233
Publication Date:   20 April 2018
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Reconstruction and Analysis of 3D Scenes: From Irregularly Distributed 3D Points to Object Classes


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Overview

This unique work presents a detailed review of the processing and analysis of 3D point clouds. A fully automated framework is introduced, incorporating each aspect of a typical end-to-end processing workflow, from raw 3D point cloud data to semantic objects in the scene. For each of these components, the book describes the theoretical background, and compares the performance of the proposed approaches to that of current state-of-the-art techniques. Topics and features: reviews techniques for the acquisition of 3D point cloud data and for point quality assessment; explains the fundamental concepts for extracting features from 2D imagery and 3D point cloud data; proposes an original approach to keypoint-based point cloud registration; discusses the enrichment of 3D point clouds by additional information acquired with a thermal camera, and describes a new method for thermal 3D mapping; presents a novel framework for 3D scene analysis.

Full Product Details

Author:   Martin Weinmann
Publisher:   Springer International Publishing AG
Imprint:   Springer International Publishing AG
Edition:   Softcover reprint of the original 1st ed. 2016
Weight:   4.393kg
ISBN:  

9783319805214


ISBN 10:   3319805215
Pages:   233
Publication Date:   20 April 2018
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

Introduction.- Preliminaries of 3D Point Cloud Processing.- A Brief Survey on 2D and 3D Feature Extraction.- Point Cloud Registration.- Co-Registration of 2D Imagery and 3D Point Cloud Data.- 3D Scene Analysis.- Conclusions and Future Work.

Reviews

The book ... is complete summary for understanding the reconstruction of 3D scenes through the use of point clouds. ... The `book describes the theoretical background, and compares the performance of the proposed approaches to that of current state-of-the- art techniques.' This book is highly useful to those unfamiliar with laser scanner data gathering including Lidar and would serve as a good first choice to educators teaching about these technologies and processing applications. (Jeff Thurston, 3D Visualization World Magazine, 3dvisworld.com, October, 2016)


The book ... is complete summary for understanding the reconstruction of 3D scenes through the use of point clouds. ... The 'book describes the theoretical background, and compares the performance of the proposed approaches to that of current state-of-the- art techniques.' This book is highly useful to those unfamiliar with laser scanner data gathering including Lidar and would serve as a good first choice to educators teaching about these technologies and processing applications. (Jeff Thurston, 3D Visualization World Magazine, 3dvisworld.com, October, 2016)


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