2021
DOI: 10.1049/ipr2.12305
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Generative domain adaptation for chest X‐ray image analysis

Abstract: Chest X-ray images taken under different conditions follow different distributions, preventing the models trained on a domain from generalising well on the other domain. In this paper, a generative domain adaptation (GDA) method is proposed to address this issue and facilitate the learning process for downstream analysis. GDA adapts different domains to a virtual common one where images are aligned at the appearance level. To this end, a domain shared generator is used to transform the input images and two com… Show more

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