Image, Video and 3D Data Registration

Image, Video and 3D Data Registration

Author: Vasileios Argyriou

Publisher: John Wiley & Sons

Published: 2015-07-01

Total Pages: 247

ISBN-13: 1118702433

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Data registration refers to a series of techniques for matching or bringing similar objects or datasets together into alignment. These techniques enjoy widespread use in a diverse variety of applications, such as video coding, tracking, object and face detection and recognition, surveillance and satellite imaging, medical image analysis and structure from motion. Registration methods are as numerous as their manifold uses, from pixel level and block or feature based methods to Fourier domain methods. This book is focused on providing algorithms and image and video techniques for registration and quality performance metrics. The authors provide various assessment metrics for measuring registration quality alongside analyses of registration techniques, introducing and explaining both familiar and state-of-the-art registration methodologies used in a variety of targeted applications. Key features: Provides a state-of-the-art review of image and video registration techniques, allowing readers to develop an understanding of how well the techniques perform by using specific quality assessment criteria Addresses a range of applications from familiar image and video processing domains to satellite and medical imaging among others, enabling readers to discover novel methodologies with utility in their own research Discusses quality evaluation metrics for each application domain with an interdisciplinary approach from different research perspectives


Medical Image Registration

Medical Image Registration

Author: Joseph V. Hajnal

Publisher: CRC Press

Published: 2001-06-27

Total Pages: 394

ISBN-13: 1420042475

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Image registration is the process of systematically placing separate images in a common frame of reference so that the information they contain can be optimally integrated or compared. This is becoming the central tool for image analysis, understanding, and visualization in both medical and scientific applications. Medical Image Registration provid


Strengthening Deep Neural Networks

Strengthening Deep Neural Networks

Author: Katy Warr

Publisher: "O'Reilly Media, Inc."

Published: 2019-07-03

Total Pages: 233

ISBN-13: 1492044903

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As deep neural networks (DNNs) become increasingly common in real-world applications, the potential to deliberately "fool" them with data that wouldn’t trick a human presents a new attack vector. This practical book examines real-world scenarios where DNNs—the algorithms intrinsic to much of AI—are used daily to process image, audio, and video data. Author Katy Warr considers attack motivations, the risks posed by this adversarial input, and methods for increasing AI robustness to these attacks. If you’re a data scientist developing DNN algorithms, a security architect interested in how to make AI systems more resilient to attack, or someone fascinated by the differences between artificial and biological perception, this book is for you. Delve into DNNs and discover how they could be tricked by adversarial input Investigate methods used to generate adversarial input capable of fooling DNNs Explore real-world scenarios and model the adversarial threat Evaluate neural network robustness; learn methods to increase resilience of AI systems to adversarial data Examine some ways in which AI might become better at mimicking human perception in years to come


A Review of Point Cloud Registration Algorithms for Mobile Robotics

A Review of Point Cloud Registration Algorithms for Mobile Robotics

Author: Francois Pomerleau

Publisher:

Published: 2015-05-27

Total Pages: 122

ISBN-13: 9781680830248

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Deals with the topic of geometric registration in robotics. It provides a historical perspective of the registration problem and shows that the various solutions available can be organized and differentiated in a framework according to a few elements. It also reviews a few applications of this framework in mobile robotics.


Medical Imaging 2004

Medical Imaging 2004

Author: Amir A. Amini

Publisher: SPIE-International Society for Optical Engineering

Published: 2004

Total Pages: 830

ISBN-13:

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Proceedings of SPIE present the original research papers presented at SPIE conferences and other high-quality conferences in the broad-ranging fields of optics and photonics. These books provide prompt access to the latest innovations in research and technology in their respective fields. Proceedings of SPIE are among the most cited references in patent literature.