Multi Sensor Imaging And Fusion Methods Evaluations And Applications
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Author | : Rick S. Blum |
Publisher | : CRC Press |
Total Pages | : 528 |
Release | : 2018-10-03 |
Genre | : Technology & Engineering |
ISBN | : 1420026984 |
Taking another lesson from nature, the latest advances in image processing technology seek to combine image data from several diverse types of sensors in order to obtain a more accurate view of the scene: very much the same as we rely on our five senses. Multi-Sensor Image Fusion and Its Applications is the first text dedicated to the theory and practice of the registration and fusion of image data, covering such approaches as statistical methods, color-related techniques, model-based methods, and visual information display strategies. After a review of state-of-the-art image fusion techniques, the book provides an overview of fusion algorithms and fusion performance evaluation. The following chapters explore recent progress and practical applications of the proposed techniques to solving problems in such areas as medical diagnosis, surveillance and biometric systems, remote sensing, nondestructive evaluation, blurred image restoration, and image quality assessment. Recognized leaders from industry and academia contribute the chapters, reflecting the latest research trends and providing useful algorithms to aid implementation. Supplying a 28-page full-color insert, Multi-Sensor Image Fusion and Its Applications clearly demonstrates the benefits and possibilities of this revolutionary development. It provides a solid knowledge base for applying these cutting-edge techniques to new challenges and creating future advances.
Author | : Zhiqin Zhu |
Publisher | : Frontiers Media SA |
Total Pages | : 207 |
Release | : 2023-10-25 |
Genre | : Science |
ISBN | : 283253693X |
Author | : Zhiqin Zhu |
Publisher | : Frontiers Media SA |
Total Pages | : 208 |
Release | : 2024-07-24 |
Genre | : Science |
ISBN | : 2832552005 |
Multi-sensor image fusion focuses on processing images of the same object or scene acquired by multiple sensors, in which various sensors with multi-level and multi-spatial information are complemented and combined to ultimately yield a consistent interpretation of the observed environment. In recent years, multi-sensor image fusion has become a highly active topic, and various fusion methods have been proposed. Many effective processing methods, including multi-scale transformation, fuzzy inference, and deep learning, have been introduced to design fusion algorithms. Despite the great progress, there are still some noteworthy challenges in the field, such as the lack of unified fusion theories and methods for effective generalized fusion, the lack of fault tolerance and robustness, the lack of benchmarks for performance evaluation, the lack of work on specific applications of multi-sensor image fusion, and so on.
Author | : Jitendra R. Raol |
Publisher | : CRC Press |
Total Pages | : 570 |
Release | : 2009-12-16 |
Genre | : Technology & Engineering |
ISBN | : 1439800057 |
Using MATLAB examples wherever possible, Multi-Sensor Data Fusion with MATLAB explores the three levels of multi-sensor data fusion (MSDF): kinematic-level fusion, including the theory of DF; fuzzy logic and decision fusion; and pixel- and feature-level image fusion. The authors elucidate DF strategies, algorithms, and performance evaluation mainly
Author | : Xue-Bo Jin |
Publisher | : MDPI |
Total Pages | : 602 |
Release | : 2020-03-23 |
Genre | : Technology & Engineering |
ISBN | : 3039283022 |
This book includes papers from the section “Multisensor Information Fusion”, from Sensors between 2018 to 2019. It focuses on the latest research results of current multi-sensor fusion technologies and represents the latest research trends, including traditional information fusion technologies, estimation and filtering, and the latest research, artificial intelligence involving deep learning.
Author | : Yufeng Zheng (Associate professor) |
Publisher | : |
Total Pages | : 396 |
Release | : 2018 |
Genre | : Computer vision |
ISBN | : 9781510619067 |
"This book provides a complete overview of the state of the art in color image fusion, the associated evaluation methods, and its range of applications. It presents a comprehensive overview of fusion metrics and a comparison of objective metrics and subjective evaluations. Part I addresses the historical background and basic concepts. Part II describes image fusion theory. Part III focuses on quantitative and qualitative evaluation. Part IV presents several fusion applications, including two primary multiscale fusion approaches - the image pyramid and wavelet transform - as they pertain to face matching, biomedical imaging, and night vision"--
Author | : Yu Liu |
Publisher | : Frontiers Media SA |
Total Pages | : 163 |
Release | : 2023-02-06 |
Genre | : Science |
ISBN | : 2832513883 |
Author | : Tania Stathaki |
Publisher | : Elsevier |
Total Pages | : 519 |
Release | : 2011-08-29 |
Genre | : Technology & Engineering |
ISBN | : 0080558526 |
The growth in the use of sensor technology has led to the demand for image fusion: signal processing techniques that can combine information received from different sensors into a single composite image in an efficient and reliable manner. This book brings together classical and modern algorithms and design architectures, demonstrating through applications how these can be implemented. Image Fusion: Algorithms and Applications provides a representative collection of the recent advances in research and development in the field of image fusion, demonstrating both spatial domain and transform domain fusion methods including Bayesian methods, statistical approaches, ICA and wavelet domain techniques. It also includes valuable material on image mosaics, remote sensing applications and performance evaluation. This book will be an invaluable resource to R&D engineers, academic researchers and system developers requiring the most up-to-date and complete information on image fusion algorithms, design architectures and applications. - Combines theory and practice to create a unique point of reference - Contains contributions from leading experts in this rapidly-developing field - Demonstrates potential uses in military, medical and civilian areas
Author | : Lawrence A. Klein |
Publisher | : SPIE Press |
Total Pages | : 346 |
Release | : 2004 |
Genre | : Technology & Engineering |
ISBN | : 9780819454355 |
This book illustrates the benefits of sensor fusion by considering the characteristics of infrared, microwave, and millimeter-wave sensors, including the influence of the atmosphere on their performance. Applications that benefit from this technology include: vehicular traffic management, remote sensing, target classification and tracking- weather forecasting- military and homeland defense. Covering data fusion algorithms in detail, Klein includes a summary of the information required to implement each of the algorithms discussed, and outlines system application scenarios that may limit sensor size but that require high resolution data.
Author | : David Hall |
Publisher | : CRC Press |
Total Pages | : 564 |
Release | : 2001-06-20 |
Genre | : Technology & Engineering |
ISBN | : 1420038540 |
The emerging technology of multisensor data fusion has a wide range of applications, both in Department of Defense (DoD) areas and in the civilian arena. The techniques of multisensor data fusion draw from an equally broad range of disciplines, including artificial intelligence, pattern recognition, and statistical estimation. With the rapid evolut