Stereo Scene Flow for 3D Motion Analysis - Andreas Wedel, Daniel Cremers

Stereo Scene Flow for 3D Motion Analysis

Buch | Hardcover
128 Seiten
2011 | 2011 ed.
Springer London Ltd (Verlag)
978-0-85729-964-2 (ISBN)
117,69 inkl. MwSt
This book presents methods for estimating optical flow and scene flow motion with high accuracy, focusing on the practical application of these methods in camera-based driver assistance systems. Features: reviews the major advances in motion estimation and motion analysis, and the latest progress of dense optical flow algorithms;
This book presents methods for estimating optical flow and scene flow motion with high accuracy, focusing on the practical application of these methods in camera-based driver assistance systems. Clearly and logically structured, the book builds from basic themes to more advanced concepts, culminating in the development of a novel, accurate and robust optic flow method. Features: reviews the major advances in motion estimation and motion analysis, and the latest progress of dense optical flow algorithms; investigates the use of residual images for optical flow; examines methods for deriving motion from stereo image sequences; analyses the error characteristics for motion variables, and derives scene flow metrics for movement likelihood and velocity; introduces a framework for scene flow-based moving object detection and segmentation; includes Appendices on data terms and quadratic optimization, and scene flow implementation using Euler-Lagrange equations, in addition to a helpful Glossary.

Machine Vision Systems

Optical Flow Estimation

Residual Images and Optical Flow Results

Scene Flow

Motion Metrics for Scene Flow

Extensions of Scene Flow

Conclusion and Outlook

Zusatzinfo 60 Illustrations, color; 14 Illustrations, black and white; IX, 128 p. 74 illus., 60 illus. in color.
Verlagsort England
Sprache englisch
Maße 155 x 235 mm
Gewicht 383 g
Themenwelt Informatik Grafik / Design Digitale Bildverarbeitung
Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Schlagworte 3D Reconstruction • Energy Minimization • optical flow • scene flow • Stereo Flow • Stereo Motion • Structure from Motion • Visual Kinaesthesia
ISBN-10 0-85729-964-6 / 0857299646
ISBN-13 978-0-85729-964-2 / 9780857299642
Zustand Neuware
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