Machine Learning Methods For Human Brain Imaging
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Machine Learning Methods For Human Brain Imaging
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Author : Fatos Tunay Yarman Vural
language : en
Publisher: Frontiers Media SA
Release Date : 2023-03-29
Machine Learning Methods For Human Brain Imaging written by Fatos Tunay Yarman Vural and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-03-29 with Science categories.
Deep Learning Methods And Applications In Brain Imaging For The Diagnosis Of Neurological And Psychiatric Disorders
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Author : Hao Zhang
language : en
Publisher: Frontiers Media SA
Release Date : 2024-10-14
Deep Learning Methods And Applications In Brain Imaging For The Diagnosis Of Neurological And Psychiatric Disorders written by Hao Zhang and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-10-14 with Science categories.
Brain imaging has been successfully used to generate image-based biomarkers for various neurological and psychiatric disorders, such as Alzheimer’s and related dementias, Parkinson’s disease, stroke, traumatic brain injury, brain tumors, depression, schizophrenia, etc. However, accurate brain image-based diagnosis at the individual level remains elusive, and this applies to the diagnosis of neuropathological diseases as well as clinical syndromes. In recent years, deep learning techniques, due to their ability to learn complex patterns from large amounts of data, have had remarkable success in various fields, such as computer vision and natural language processing. Applying deep learning methods to brain imaging-assisted diagnosis, while promising, is facing challenges such as insufficiently labeled data, difficulty in interpreting diagnosis results, variations in data acquisition in multi-site projects, integration of multimodal data, clinical heterogeneity, etc. The goal of this research topic is to gather cutting-edge research that showcases the application of deep learning methods in brain imaging for the diagnosis of neurological and psychiatric disorders. We encourage submissions that demonstrate novel approaches to overcome various abovementioned difficulties and achieve more accurate, reliable, generalizable, and interpretable diagnosis of neurological and psychiatric disorders in this field.
Advanced Machine Learning Approaches For Brain Mapping
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Author : Dajiang Zhu
language : en
Publisher: Frontiers Media SA
Release Date : 2024-04-10
Advanced Machine Learning Approaches For Brain Mapping written by Dajiang Zhu and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-04-10 with Science categories.
Brain mapping is dedicated to using brain imaging techniques such as MRI, CT, PET, EEG, and fNIRS to understand the brain anatomy, structure, and function, and how it contributes to cognition, behavior, and deficits of brain diseases. Recently, machine learning is in a stage of rapid development, and various new technologies are continuously introduced into the field, from traditional approaches
Ai Insights On Nuclear Medicine
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Author : Satishkumar, D.
language : en
Publisher: IGI Global
Release Date : 2025-04-24
Ai Insights On Nuclear Medicine written by Satishkumar, D. and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-24 with Medical categories.
The integration of artificial intelligence into nuclear medicine is transforming the field by enhancing diagnostic accuracy, optimizing treatment plans, and expanding patient access to high-quality care. As AI-driven technologies continue to evolve, they offer new opportunities for improving efficiency, reducing human error, and personalizing medical interventions. However, these advancements also come with challenges, requiring careful oversight to ensure ethical implementation, patient safety, and adherence to professional standards. The active involvement of the medical community is essential in shaping the responsible use of AI to maximize its benefits while safeguarding both patients and society. AI Insights on Nuclear Medicine explores the transformative role of artificial intelligence in nuclear medicine, focusing on its applications in diagnostic imaging, treatment planning, and predictive analytics. By leveraging machine learning and automation, AI enhances accuracy, efficiency, and personalized care, ultimately improving patient outcomes and streamlining clinical workflows. Covering topics such as hybrid imaging, precision therapeutics, and decentralized infrastructure, this book is an excellent resource for physicists, computational imaging scientists, physicians, statisticians, industry and regulatory agency representatives, professionals, researchers, scholars, academicians, and more.
Graph Learning For Brain Imaging
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Author : Feng Liu
language : en
Publisher: Frontiers Media SA
Release Date : 2022-09-30
Graph Learning For Brain Imaging written by Feng Liu and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-09-30 with Science categories.
Neurophotonics And Brain Mapping
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Author : Yu Chen
language : en
Publisher: CRC Press
Release Date : 2017-06-14
Neurophotonics And Brain Mapping written by Yu Chen and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-06-14 with Medical categories.
Understanding how the brain works and developing effective therapeutics are important in advancing neuroscience and improving clinical patient care. Neurophotonics and Brain Mapping covers state-of-the-art research and development in optical technologies and applications for brain mapping and therapeutics. It provides a comprehensive overview of various methods developed using light, both microscopic and macroscopic techniques. Recent developments in minimally-invasive endoscopic imaging of deep brain structure and function, as well as light-based therapy are also reviewed.
Brain Imaging Methods Editor S Pick 2021
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Author : Vince D. Calhoun
language : en
Publisher: Frontiers Media SA
Release Date : 2021-07-01
Brain Imaging Methods Editor S Pick 2021 written by Vince D. Calhoun and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-07-01 with Science categories.
Advances In Brain Imaging Techniques
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Author : Nirmal Mazumder
language : en
Publisher: Springer Nature
Release Date : 2022-05-19
Advances In Brain Imaging Techniques written by Nirmal Mazumder and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-05-19 with Medical categories.
The book reviews the recent developments in brain imaging and their technological advancements to understand molecular mechanisms associated with neurological disorders and basic behaviors in humans and rodents at the structural, molecular, and functional levels. It discusses the usefulness of advanced optical microscopy techniques, including optical coherence tomography (OCT), miniscope, multiphoton fluorescence (2PF & 3PF), adaptive optics, harmonic generation, and Raman microscopy for understanding pathomechanism of brain disorders and pathological and physiological changes associated with neurodegenerative diseases. Also, the book presents conventional imaging modalities, including Magnetic Resonance Imaging (MRI), for delineating underlying mechanisms and precise early diagnosis of neurological disorders. This book is a useful resource for neuroscientists and researchers working in biomedical engineering and optics.
Neural Engineering Techniques For Autism Spectrum Disorder
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Author : Ayman S. El-Baz
language : en
Publisher: Academic Press
Release Date : 2021-07-16
Neural Engineering Techniques For Autism Spectrum Disorder written by Ayman S. El-Baz and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-07-16 with Science categories.
Neural Engineering for Autism Spectrum Disorder, Volume One: Imaging and Signal Analysis Techniques presents the latest advances in neural engineering and biomedical engineering as applied to the clinical diagnosis and treatment of Autism Spectrum Disorder (ASD). Advances in the role of neuroimaging, infrared spectroscopy, sMRI, fMRI, DTI, social behaviors and suitable data analytics useful for clinical diagnosis and research applications for Autism Spectrum Disorder are covered, including relevant case studies. The application of brain signal evaluation, EEG analytics, feature selection, and analysis of blood oxygen level-dependent (BOLD) signals are presented for detection and estimation of the degree of ASD. - Presents applications of Neural Engineering and other Machine Learning techniques for the diagnosis of Autism Spectrum Disorder (ASD) - Includes in-depth technical coverage of imaging and signal analysis techniques, including coverage of functional MRI, neuroimaging, infrared spectroscopy, sMRI, fMRI, DTI, and neuroanatomy of autism - Covers Signal Analysis for the detection and estimation of Autism Spectrum Disorder (ASD), including brain signal analysis, EEG analytics, feature selection, and analysis of blood oxygen level-dependent (BOLD) signals for ASD - Written to help engineers, computer scientists, researchers and clinicians understand the technology and applications of Neural Engineering for the detection and diagnosis of Autism Spectrum Disorder (ASD)
Proceedings Of Congress On Control Robotics And Mechatronics
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Author : Pradeep Kumar Jha
language : en
Publisher: Springer Nature
Release Date : 2023-11-09
Proceedings Of Congress On Control Robotics And Mechatronics written by Pradeep Kumar Jha and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-11-09 with Technology & Engineering categories.
This book features high-quality research papers presented at the International Conference of Mechanical and Robotic Engineering “Congress on Control, Robotics, and Mechatronics” (CRM 2023), jointly organized by Modi Institute of Technology, Kota, India, and Soft Computing Research Society, India, during 25–26 March 2023. This book discusses the topics such as combustion and fuels, controls and dynamics, fluid mechanics, I.C. engines and automobile engineering, machine design, mechatronics, rotor dynamics, solid mechanics, thermodynamics and combustion engineering, composite material, aerodynamics, aerial vehicles, missiles and robots, automatic design and manufacturing, artificial intelligence, unmanned aerial vehicles, autonomous robotic vehicles, evolutionary robotics, humanoids, hardware architecture, industrial robotics, intelligent control systems, microsensors and actuators, multi-robots systems, neural decoding algorithms, neural networks for mobile robots, space robotics, control theory and applications, model predictive control, variable structure control, and decentralized control.