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Among these models, the variational autoencoder (VAE) has emerged as both simple and efficient. Although significant progress has been made in refining the VAE within the field of computer vision, these advancements have not been extensively applied to medical imaging applications.We present a benchmark that assesses the ability of multiple VAEs to reconstruct pseudo-healthy neuroimages for anomaly detection in the context of dementia. We first propose a rigorous methodology to define the optimal architecture of the vanilla VAE and select through random searches the best hyperparameters of the VAE variants. 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It further showed that many VAE-based models can generalize to the detection of anomalies of various intensities, shapes, and locations in 3D brain FDG PET."],"publicationDate":"2025-10-16","publisher":"SPIE-Intl Soc Optical Eng","embargoEndDate":null,"sources":["Crossref","J Med Imaging (Bellingham)"],"formats":["application/pdf"],"contributors":["Burgos, Ninon"],"coverages":null,"bestAccessRight":{"code":"c_abf2","label":"OPEN","scheme":"http://vocabularies.coar-repositories.org/documentation/access_rights/"},"container":{"name":"Journal of Medical 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