Meta Learning Frameworks For Imaging Applications
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Meta Learning Frameworks For Imaging Applications
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Author : SHARMA
language : en
Publisher:
Release Date : 2023
Meta Learning Frameworks For Imaging Applications written by SHARMA and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023 with categories.
Meta Learning Frameworks For Imaging Applications
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Author : Sharma, Ashok
language : en
Publisher: IGI Global
Release Date : 2023-09-28
Meta Learning Frameworks For Imaging Applications written by Sharma, Ashok and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-09-28 with Computers categories.
Meta-learning, or learning to learn, has been gaining popularity in recent years to adapt to new tasks systematically and efficiently in machine learning. In the book, Meta-Learning Frameworks for Imaging Applications, experts from the fields of machine learning and imaging come together to explore the current state of meta-learning and its application to medical imaging and health informatics. The book presents an overview of the meta-learning framework, including common versions such as model-agnostic learning, memory augmentation, prototype networks, and learning to optimize. It also discusses how meta-learning can be applied to address fundamental limitations of deep neural networks, such as high data demand, computationally expensive training, and limited ability for task transfer. One critical topic in imaging is image segmentation, and the book explores how a meta-learning-based framework can help identify the best image segmentation algorithm, which would be particularly beneficial in the healthcare domain. This book is relevant to healthcare institutes, e-commerce companies, and educational institutions, as well as professionals and practitioners in the intelligent system, computational data science, network applications, and biomedical applications fields. It is also useful for domain developers and project managers from diagnostic and pharmacy companies involved in the development of medical expert systems. Additionally, graduate and master students in intelligent systems, big data management, computational intelligent approaches, computer vision, and biomedical science can use this book for their final projects and specific courses.
Meta Learning With Medical Imaging And Health Informatics Applications
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Author : Hien Van Nguyen
language : en
Publisher: Academic Press
Release Date : 2022-09-24
Meta Learning With Medical Imaging And Health Informatics Applications written by Hien Van Nguyen and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-09-24 with Computers categories.
Meta-Learning, or learning to learn, has become increasingly popular in recent years. Instead of building AI systems from scratch for each machine learning task, Meta-Learning constructs computational mechanisms to systematically and efficiently adapt to new tasks. The meta-learning paradigm has great potential to address deep neural networks' fundamental challenges such as intensive data requirement, computationally expensive training, and limited capacity for transfer among tasks.This book provides a concise summary of Meta-Learning theories and their diverse applications in medical imaging and health informatics. It covers the unifying theory of meta-learning and its popular variants such as model-agnostic learning, memory augmentation, prototypical networks, and learning to optimize. The book brings together thought leaders from both machine learning and health informatics fields to discuss the current state of Meta-Learning, its relevance to medical imaging and health informatics, and future directions. - First book on applying Meta Learning to medical imaging - Pioneers in the field as contributing authors to explain the theory and its development - Has GitHub repository consisting of various code examples and documentation to help the audience to set up Meta-Learning algorithms for their applications quickly
Applying Metaverse Technologies To Human Computer Interaction For Healthcare
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Author : B. Sundaravadivazhagan
language : en
Publisher: CRC Press
Release Date : 2025-03-13
Applying Metaverse Technologies To Human Computer Interaction For Healthcare written by B. Sundaravadivazhagan and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-13 with Medical categories.
The concept of the metaverse signifies the forthcoming stage of development of the Internet, wherein it will facilitate the creation of virtual worlds that are enduring, decentralized, and capable of providing immersive experiences in real time. The metaverse has vast potential for utilization in the domains of life sciences and healthcare, hence motivating investigations in contemporary trends, early adoption use cases, and the forthcoming opportunities it presents. The metaverse also possesses the capacity to fundamentally transform decentralized clinical trials through the elimination of physical and geographical constraints. This change in thinking entails the relocation of clinical trials from conventional settings to the comfort and convenience of patients’ residences, resulting in improvements in health behavior, medication adherence, remote monitoring, and other associated factors. Applying Metaverse Technologies to Human-Computer Interaction for Healthcare focuses on the current developments in the metaverse, investigates its applications in the life sciences and healthcare industry based on metaverse powered human−computer interactions (HCI), analyzes early adoption use cases that provide measurable commercial benefits, and anticipates prospects in this rapidly evolving domain. The book examines the treatment, management, and prevention of illnesses with the use of immersive therapeutics that use augmented reality (AR), virtual reality (VR), and mixed reality (MR). It examines applications in cognitive therapy, support groups, psychiatric examinations, rehabilitation, and even physical therapy The book covers how healthcare practitioners have the capability to provide such services as diagnosis, treatment, monitoring, and care in remote settings, through the utilization of AR headsets and wearable devices. It concludes by discussing the continuous development of technology to facilitate the growth and maturation of the metaverse, hence enabling substantial business benefits for the life sciences and healthcare industries.
Machine Intelligence And Smart Systems
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Author : Manish Gupta
language : en
Publisher: Springer Nature
Release Date : 2025-03-05
Machine Intelligence And Smart Systems written by Manish Gupta and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-05 with Computers categories.
The two-volume set CCIS 1951 and 1952 constitutes the refereed post-conference proceedings of the Third International Conference on Machine Intelligence and Smart Systems, MISS 2023, Bhopal, India, during January 24-25, 2023. The 58 full papers included in this book were carefully reviewed and selected from 203 submissions. They were organized in topical sections as follows: Language processing; Recent trends; AI defensive schemes; Principle components; Deduction and prevention models.
Proceedings Of The International Ieee Conference On Tools For Artificial Intelligence
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Author :
language : en
Publisher:
Release Date : 2005
Proceedings Of The International Ieee Conference On Tools For Artificial Intelligence written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005 with Algorithms categories.
Augmented Wellness
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Author : Ben Othman Soufiane
language : en
Publisher: Springer Nature
Release Date : 2025-04-17
Augmented Wellness written by Ben Othman Soufiane and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-17 with Medical categories.
This book is an essential resource that delves into the transformative potential of augmented reality (AR) and virtual reality (VR) within the healthcare industry. In a world where technology is continually reshaping the way we approach medical treatment, training, and education, this book provides a comprehensive exploration of how AR and VR technologies are becoming integral to the advancement of healthcare. It serves as a bridge between the rapidly evolving field of healthcare and the cutting-edge innovations in AR and VR, addressing the significant impact these technologies have on patient care, medical training, and the ethical considerations surrounding their use. The book has a broad audience, including healthcare professionals, students, and technology enthusiasts. It explores the practical applications of AR and VR in healthcare, highlighting their roles in patient education, pain management, telemedicine, and medical training. Additionally, the book delves into the ethical and regulatory considerations of integrating AR and VR into healthcare, sparking conversations around patient privacy and moral dilemmas. With real-world case studies and emerging technologies, "Augmented Wellness" provides readers with the knowledge to navigate the ever-changing landscape of augmented and virtual reality in healthcare. It is an invaluable resource for anyone seeking to understand, embrace, or innovate within this dynamic intersection of healthcare and technology. It ensures that healthcare transformation through AR and VR is beneficial and ethically responsible. This comprehensive book explores the vast and intricate universe of Virtual and Augmented Reality in healthcare. It delves into the multitude of ways in which these technologies are being harnessed todiagnose, treat, educate, and support patients. The aim is to provide an in-depth understanding of the present state and exciting potential future of VR and AR in the healthcare ecosystem. We have created a resource accessible to a broad audience, from healthcare professionals and technology enthusiasts to policymakers and students. The book offers a balanced blend of real-world case studies, expert insights, technical details, and practical applications, covering a wide range of topics, from using VR for pain management and physical therapy to AR's role in assisting surgeons during complex procedures.
Very High Resolution And Quality Imaging
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Author :
language : en
Publisher:
Release Date : 1996
Very High Resolution And Quality Imaging written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1996 with Image processing categories.
Library Information Science Abstracts
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Author :
language : en
Publisher:
Release Date : 2008
Library Information Science Abstracts written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008 with Information science categories.
Ieee Workshop On Content Based Access Of Image And Video Libraries Cbaivl 2001
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Author :
language : en
Publisher: IEEE Computer Society Press
Release Date : 2001
Ieee Workshop On Content Based Access Of Image And Video Libraries Cbaivl 2001 written by and has been published by IEEE Computer Society Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2001 with Computers categories.
This workshop (held in December 2001 on Kauai) discussed various means for retrieving information from digital images and video. The proceedings features 20 papers grouped into the four themes of image content analysis and object-based retrieval, video content analysis, content-based querying, and v