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

Stereo Scene Flow for 3D Motion Analysis

Buch | Softcover
128 Seiten
2016 | Softcover reprint of the original 1st ed. 2011
Springer London Ltd (Verlag)
978-1-4471-6914-7 (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.

Erscheinungsdatum
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
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 1-4471-6914-X / 144716914X
ISBN-13 978-1-4471-6914-7 / 9781447169147
Zustand Neuware
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