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Adversarial counterfactual augmentation: application in Alzheimer’s disease classification

Due to the limited availability of medical data, deep learning approaches for medical image analysis tend to generalise poorly to unseen data. Augmenting data during training with random transformations has been shown to help and became a ubiquitous technique for training neural networks. Here, we p...

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Detalles Bibliográficos
Autores principales: Xia, Tian, Sanchez, Pedro, Qin, Chen, Tsaftaris, Sotirios A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10365114/
https://www.ncbi.nlm.nih.gov/pubmed/37492661
http://dx.doi.org/10.3389/fradi.2022.1039160