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Publication Extended semi-supervised learning generative adversarial network(The Government of the United States of America, as represented by the Secretary of the Navy, Arlington, VA (US), 2024-11-05) Hahn, Andrew W.; Tummala, Murali; Scrofani, James; Office of Research and InnovationAn extended semi-supervised learning (ESSL) generative adversarial network (GAN) including metrics for evaluating training performance and a method for generating an estiÂmated label vector y by the extended semi-supervised learnÂing (ESSL) generative adversarial network (GAN) discrimiÂnator are described. Embodiments in accordance with the invention improve classification accuracy over convoluÂtional neural networks with improved synthetic imagery.Publication NPS Mission Impact Report: Summer/Fall 2023(Monterey, California: Naval Postgraduate School, 2023) Public Affairs OfficePublication Naval Postgraduate School Commencement Ceremony / Class of September 2024(Monterey, California. Naval Postgraduate School, 2024-09-27) Public Affairs OfficePublication NPS Mission Impact Report: Summer 2022(Monterey, California: Naval Postgraduate School, 2022) Public Affairs OfficePublication NPS Mission Impact Report: Winter/Spring 2024(Monterey, California: Naval Postgraduate School, 2024) Public Affairs Office