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Introduction to Visual SLAM
From Theory to Practice
Buch von Tao Zhang (u. a.)
Sprache: Englisch

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Beschreibung
This book offers a systematic and comprehensive introduction to the visual simultaneous localization and mapping (vSLAM) technology, which is a fundamental and essential component for many applications in robotics, wearable devices, and autonomous driving vehicles. The book starts from very basic mathematic background knowledge such as 3D rigid body geometry, the pinhole camera projection model, and nonlinear optimization techniques, before introducing readers to traditional computer vision topics like feature matching, optical flow, and bundle adjustment.

The book employs a light writing style, instead of the rigorous yet dry approach that is common in academic literature. In addition, it includes a wealth of executable source code with increasing difficulty to help readers understand and use the practical techniques. The book can be used as a textbook for senior undergraduate or graduate students, or as reference material for researchers and engineers in related areas.
This book offers a systematic and comprehensive introduction to the visual simultaneous localization and mapping (vSLAM) technology, which is a fundamental and essential component for many applications in robotics, wearable devices, and autonomous driving vehicles. The book starts from very basic mathematic background knowledge such as 3D rigid body geometry, the pinhole camera projection model, and nonlinear optimization techniques, before introducing readers to traditional computer vision topics like feature matching, optical flow, and bundle adjustment.

The book employs a light writing style, instead of the rigorous yet dry approach that is common in academic literature. In addition, it includes a wealth of executable source code with increasing difficulty to help readers understand and use the practical techniques. The book can be used as a textbook for senior undergraduate or graduate students, or as reference material for researchers and engineers in related areas.
Über den Autor

Dr. Xiang Gao received his Ph.D. in control science and engineering from Tsinghua University, Beijing, China, in 2017. In 2018, he worked as Postdoctoral Researcher at the Technical University of Munich for one year. He is currently serving as Senior Engineer at [...], with a focus on localization and HD map reconstruction for autonomous driving vehicles. He published the book ¿14 Lectures on Visual SLAM: from Theory to Practice¿ (1st edition in 2017 and 2nd edition in 2019, in Chinese), which has since sold over 50,000 copies.

Professor Tao Zhang is currently Associate Professor, Head of the Department of Automation, and Vice Director of the School of Information Science and Technology at Tsinghua University. His research interests include pattern recognition, nonlinear system control, robotics, control engineering, and artificial intelligence. He has authored 6 books and translated 2 others on robotics, SLAM, multimedia, VR, etc. He serves on the editorial boards of several prestigious journals, such as IEEE/ASME Transactions on Mechatronics.

Zusammenfassung

Focuses on visual simultaneous localization and mapping technology (vSLAM)

Requires little background knowledge and is especially intended for beginners

Includes a wealth of experiments and open source sample codes

Inhaltsverzeichnis
Introduction to Slam.- 3D Rigid Body Motion.- Lie group and Lie Algebra.- Cameras and Images.- Nonlinear Optimization.
Details
Erscheinungsjahr: 2021
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Seiten: 400
Inhalt: xxii
376 S.
18 s/w Illustr.
91 farbige Illustr.
376 p. 109 illus.
91 illus. in color.
ISBN-13: 9789811649387
ISBN-10: 9811649383
Sprache: Englisch
Ausstattung / Beilage: HC runder Rücken kaschiert
Einband: Gebunden
Autor: Zhang, Tao
Gao, Xiang
Auflage: 1st ed. 2021
Hersteller: Springer Singapore
Springer Nature Singapore
Maße: 241 x 160 x 27 mm
Von/Mit: Tao Zhang (u. a.)
Erscheinungsdatum: 29.09.2021
Gewicht: 0,764 kg
preigu-id: 120305023
Über den Autor

Dr. Xiang Gao received his Ph.D. in control science and engineering from Tsinghua University, Beijing, China, in 2017. In 2018, he worked as Postdoctoral Researcher at the Technical University of Munich for one year. He is currently serving as Senior Engineer at [...], with a focus on localization and HD map reconstruction for autonomous driving vehicles. He published the book ¿14 Lectures on Visual SLAM: from Theory to Practice¿ (1st edition in 2017 and 2nd edition in 2019, in Chinese), which has since sold over 50,000 copies.

Professor Tao Zhang is currently Associate Professor, Head of the Department of Automation, and Vice Director of the School of Information Science and Technology at Tsinghua University. His research interests include pattern recognition, nonlinear system control, robotics, control engineering, and artificial intelligence. He has authored 6 books and translated 2 others on robotics, SLAM, multimedia, VR, etc. He serves on the editorial boards of several prestigious journals, such as IEEE/ASME Transactions on Mechatronics.

Zusammenfassung

Focuses on visual simultaneous localization and mapping technology (vSLAM)

Requires little background knowledge and is especially intended for beginners

Includes a wealth of experiments and open source sample codes

Inhaltsverzeichnis
Introduction to Slam.- 3D Rigid Body Motion.- Lie group and Lie Algebra.- Cameras and Images.- Nonlinear Optimization.
Details
Erscheinungsjahr: 2021
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Seiten: 400
Inhalt: xxii
376 S.
18 s/w Illustr.
91 farbige Illustr.
376 p. 109 illus.
91 illus. in color.
ISBN-13: 9789811649387
ISBN-10: 9811649383
Sprache: Englisch
Ausstattung / Beilage: HC runder Rücken kaschiert
Einband: Gebunden
Autor: Zhang, Tao
Gao, Xiang
Auflage: 1st ed. 2021
Hersteller: Springer Singapore
Springer Nature Singapore
Maße: 241 x 160 x 27 mm
Von/Mit: Tao Zhang (u. a.)
Erscheinungsdatum: 29.09.2021
Gewicht: 0,764 kg
preigu-id: 120305023
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