International Journal For Multidisciplinary Research

E-ISSN: 2582-2160   •   Impact Factor: 9.24

A Widely Indexed Open Access Peer Reviewed Multidisciplinary Bi-monthly Scholarly International Journal

Call for Paper Volume 7, Issue 2 (March-April 2025) Submit your research before last 3 days of April to publish your research paper in the issue of March-April.
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Volume 7 Issue 2
March-April 2025

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A Comparative Analysis of GAN Architectures for Brain MRI Applications

Author(s) Chethan B K, A Yashwantha, Sumukh Gowda B U, Rakesh R, K Krupank
Country India
Abstract In this comprehensive exploration, we delve into the
fascinating world of Generative Adversarial Networks (GANs)
through the lens of seven ground breaking research papers, each
pushing the boundaries of what’s possible in brain MRI imaging.
From the intricate dance of neural networks performing tissue
segmentation to the remarkable achievement of synthesizing highly
realistic medical images, these studies showcase the transformative
potential of GANs in healthcare. The papers take us
on a journey through various technical innovations, including
novel architectural designs that challenge conventional approaches,
sophisticated image synthesis techniques that are revolutionizing
medical imaging, and rigorous comparative analyses that illuminate
the strengths and limitations of different GAN variants. What
makes this collection particularly valuable is its dual focus: while
diving deep into the technical intricacies of implementation - from
hardware configurations to hyperparameter optimization - it never
loses sight of the ultimate goal: advancing clinical applications
that could fundamentally improve patient care. Through careful
examination of these papers, we witness not just the evolution
of a technology, but a glimpse into the future of medical imaging,
where artificial intelligence
Field Computer > Artificial Intelligence / Simulation / Virtual Reality
Published In Volume 7, Issue 2, March-April 2025
Published On 2025-03-08
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E-ISSN 2582-2160
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