Adversarial Deep Generative Techniques For Early Diagnosis Of Neurological Conditions And Mental Health Practises
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Adversarial Deep Generative Techniques For Early Diagnosis Of Neurological Conditions And Mental Health Practises
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Author : Abhishek Kumar
language : en
Publisher: Springer Nature
Release Date : 2025-08-16
Adversarial Deep Generative Techniques For Early Diagnosis Of Neurological Conditions And Mental Health Practises written by Abhishek Kumar and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-08-16 with Computers categories.
This book explores a pioneering exploration of how deep generative models, including generative adversarial networks (GANs) and variational autoencoders (VAEs), renovating early neurological disorder detection. This book is a bridge between computational neuroscience and clinical neurology gaps, providing novel AI-driven methodologies for diagnosing conditions such as Alzheimer’s, Parkinson’s, epilepsy, and neurodevelopmental disorders. With a strong focus on neuroimaging, genomic data analysis, and biomedical informatics, the book equips researchers and practitioners with the tools to improve diagnostic accuracy and decision-making. It includes practical case studies, visual illustrations, and structured methodologies for training and validating deep learning models. Designed for neurologists, radiologists, data scientists, and AI researchers, this book is an essential resource for advancing precision medicine and next-generation healthcare innovation.
Deep Learning For Neurological Disorders In Children
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Author : Saman Sargolzaei
language : en
Publisher: Frontiers Media SA
Release Date : 2022-12-02
Deep Learning For Neurological Disorders In Children written by Saman Sargolzaei 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 2022-12-02 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.
Deep Generative Models And Data Augmentation Labelling And Imperfections
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Author : Sandy Engelhardt
language : en
Publisher: Springer Nature
Release Date : 2021-09-29
Deep Generative Models And Data Augmentation Labelling And Imperfections written by Sandy Engelhardt and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-09-29 with Computers categories.
This book constitutes the refereed proceedings of the First MICCAI Workshop on Deep Generative Models, DG4MICCAI 2021, and the First MICCAI Workshop on Data Augmentation, Labelling, and Imperfections, DALI 2021, held in conjunction with MICCAI 2021, in October 2021. The workshops were planned to take place in Strasbourg, France, but were held virtually due to the COVID-19 pandemic. DG4MICCAI 2021 accepted 12 papers from the 17 submissions received. The workshop focusses on recent algorithmic developments, new results, and promising future directions in Deep Generative Models. Deep generative models such as Generative Adversarial Network (GAN) and Variational Auto-Encoder (VAE) are currently receiving widespread attention from not only the computer vision and machine learning communities, but also in the MIC and CAI community. For DALI 2021, 15 papers from 32 submissions were accepted for publication. They focus on rigorous study of medical data related to machine learning systems.
Intelligent Diagnosis With Adversarial Machine Learning In Multimodal Biomedical Brain Images
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Author : Yuhui Zheng
language : en
Publisher: Frontiers Media SA
Release Date : 2021-09-23
Intelligent Diagnosis With Adversarial Machine Learning In Multimodal Biomedical Brain Images written by Yuhui Zheng 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 2021-09-23 with Science categories.
Deep Learning Approaches For Early Diagnosis Of Neurodegenerative Diseases
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Author : Raul Villamarin Rodriguez
language : en
Publisher:
Release Date : 2024
Deep Learning Approaches For Early Diagnosis Of Neurodegenerative Diseases written by Raul Villamarin Rodriguez and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024 with categories.
"The primary objective is to provide a comprehensive resource that explores the integration of deep learning methodologies with neuroscience for the early detection of neurodegenerative disorders"--