Diversity in Stable GANs: A Systematic Review of Mode Collapse Mitigation Strategies

ABSTRACT Mode collapse poses a critical challenge in training generative adversarial networks (GANs), particularly in applications such as medical imaging, where diverse and clinically relevant outputs are essential. This systematic review methodically examines the causes and impacts of mode collaps...

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Bibliographic Details

Published in:	Engineering Reports
Main Authors:	Matthew Cobbinah, Henry Nunoo‐Mensah, Prince Ebenezer Adjei, Francisca Adoma Acheampong, Isaac Acquah, Eric Tutu Tchao, Andrew Selasi Agbemenu, Jerry John Kponyo, Emmanuel Abaidoo
Format:	Article
Language:	English
Published:	Wiley 2025-06-01
Subjects:	CT‐MRI translation CycleGAN generative adversarial networks medical imaging mode collapse
Online Access:	https://doi.org/10.1002/eng2.70209