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Deep Learning for Hyperspectral Image Analysis and Classification
This book focuses on deep learning-based methods for hyperspectral image (HSI) analysis. Unsupervised spectral-spatial adaptive band-noise factor-based formulation is devised for HSI noise detection and band categorization. The method to characterize the bands along with the noise estimation of HSIs will benefit subsequent remote sensing techniques significantly. This book develops on two fronts: On the one hand, it is aimed at domain professionals who want to have an updated overview of how hyperspectral acquisition techniques can combine with deep learning architectures to solve specific tasks in different application fields. On the other hand, the authors want to target the machine learning and computer vision experts by giving them a picture of how deep learning technologies are applied to hyperspectral data from a multidisciplinary perspective. The presence of these two viewpoints and the inclusion of application fields of remote sensing by deep learning are the original contributions of this review, which also highlights some potentialities and critical issues related to the observed development trends.
Image and Graphics
This three-volume set LNCS 10666, 10667, and 10668 constitutes the refereed conference proceedings of the 9th International Conference on Image and Graphics, ICIG 2017, held in Shanghai, China, in September 2017. The 172 full papers were selected from 370 submissions and focus on advances of theory, techniques and algorithms as well as innovative technologies of image, video and graphics processing and fostering innovation, entrepreneurship, and networking.
Computational Intelligence
This book provides a comprehensive exploration of computational intelligence techniques and their applications, offering valuable insights into advanced information processing, machine learning concepts, and their impact on agile manufacturing systems. Computational Intelligence presents a new concept for advanced information processing. Computational Intelligence (CI) is the principle, architecture, implementation, and growth of machine learning concepts that are physiologically and semantically inspired. Computational Intelligence methods aim to develop an approach to evaluating and creating flexible processing of human information, such as sensing, understanding, learning, recognizing, an...
Smart Computing Techniques and Applications
This book presents best selected papers presented at the 4th International Conference on Smart Computing and Informatics (SCI 2020), held at the Department of Computer Science and Engineering, Vasavi College of Engineering (Autonomous), Hyderabad, Telangana, India. It presents advanced and multi-disciplinary research towards the design of smart computing and informatics. The theme is on a broader front which focuses on various innovation paradigms in system knowledge, intelligence and sustainability that may be applied to provide realistic solutions to varied problems in society, environment and industries. The scope is also extended towards the deployment of emerging computational and knowledge transfer approaches, optimizing solutions in various disciplines of science, technology and health care.
The Struggles of an Immigrant
Ashraf Sufi came to the United States of America thinking he wouldn’t struggle. He was wrong. For the first fifteen years in the U.S., life was so difficult that he wanted to go back to his home country of Pakistan. Slowly and gradually, things started getting better. In this memoir, he recalls his upbringing in Pakistan and traces the history of his family—much of which is unknown even to his relatives. He describes his struggles in schools, including the obstacles he overcame to earn his medical education. Although he struggled with his medical training, Sufi went on to build a vast medical practice and is widely respected in the medical field. The author also highlights the challenges he faced encouraging his children to maintain their Asian identity and faith. He shares his love for family and looks back at the travels he has enjoyed throughout the world, the places he lived, and the historical events happened during his stay in Pakistan and the USA. Join the author as he reveals the lessons he’s learned in making the United States his home and celebrates his love of family and medicine in The Struggles of an Immigrant.
Hyperspectral Image Analysis
This book reviews the state of the art in algorithmic approaches addressing the practical challenges that arise with hyperspectral image analysis tasks, with a focus on emerging trends in machine learning and image processing/understanding. It presents advances in deep learning, multiple instance learning, sparse representation based learning, low-dimensional manifold models, anomalous change detection, target recognition, sensor fusion and super-resolution for robust multispectral and hyperspectral image understanding. It presents research from leading international experts who have made foundational contributions in these areas. The book covers a diverse array of applications of multispect...
Art and AsiaPacific
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Bio-based Materials for Food Packaging
This book provides an overview of the lastest developments in biobased materials and their applications in food packaging. Written by experts in their respective research domain, its thirteen chapters discuss in detail fundamental knowledge on bio based materials. It is intended as a reference book for researchers, students, research scholars, academicians and scientists seeking biobased materials for food packaging applications.
Social Capital and Risk Sharing
This exciting new addition to Palgrave Studies in Islamic Banking, Finance, and Economics argues that social capital can facilitate rule-compliance and co-operation in the sharing of risk in financial and economic activities.
