Object and Pattern Recognition in Remote Sensing by Stefan Hinz

Object and Pattern Recognition in Remote Sensing by Stefan Hinz

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Zusammenfassung

This book highlights the different theoretical and application-oriented aspects and potential solutions to the topic of automated remote sensing data analysis.

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Object and Pattern Recognition in Remote Sensing by Stefan Hinz

Fully automated interpretation and understanding of remotely sensed data by a computer has been a challenge for many decades, and many approaches have been developed over the years. Significant advances in knowledge-based image understanding, machine learning and artificial intelligence has led to this topic being the focus of much research in recent years. This book highlights the different theoretical and application-oriented aspects and potential solutions to the topic of automated remote sensing data analysis. Thereby, both classical knowledge-based as well as modern machine learning-oriented concepts are described. A field such as this is specialized and dynamic and also interdisciplinary and multilayered. Written by an international team of experts, the book has therefore been split into parts dealing with the concepts and applications, and the focus is on elucidating the complementarity of different lines of research rather than providing the complete set of scientific approaches.Part A of this book gives insight into the basic theories and concepts of feature extraction, image understanding and the respective assessment strategies as well as into geometric, radiometric and sensor-related fundamentals of remote sensing technology. Part B focuses on various scientific and practical applications of remote sensing data analysis. These range from the automatic detailed reconstruction of complex 3D environments to visual tracking of objects in image sequences as well as monitoring natural and anthropogenic long-term processes on a regional scale. Part C sketches recent trends in automatic analysis of remote sensing data.

Professor Stefan Hinz, Director of the Institute of Photogrammetry & Remote Sensing, Karlsruhe Institute of Technology, Germany.

Dr. Andreas Braun, Institute for Regional Science Karlsruhe Institute of Technology, Germany.

Professor Martin Weinmann, Institute of Photogrammetry and Remote Sensing, Karlsruhe Institute of Technology, Germany.

SKU Nicht verfügbar
ISBN 13 9781849951289
ISBN 10 1849951284
Titel Object and Pattern Recognition in Remote Sensing
Autor Martin Weinmann
Buchzustand Nicht verfügbar
Bindungsart Hardback
Verlag Whittles Publishing
Erscheinungsjahr 2020-10-30
Seitenanzahl 352
Hinweis auf dem Einband Die Abbildung des Buches dient nur Illustrationszwecken, die tatsächliche Bindung, das Cover und die Auflage können sich davon unterscheiden.
Hinweis Nicht verfügbar