Image-level Harmonization of Multi-Site Data using Image-and-Spatial Transformer Networks

30 Jun 2020R. RobinsonQ. DouD. C. CastroK. KamnitsasM. de GrootR. M. SummersD. RueckertB. Glocker

We investigate the use of image-and-spatial transformer networks (ISTNs) to tackle domain shift in multi-site medical imaging data. Commonly, domain adaptation (DA) is performed with little regard for explainability of the inter-domain transformation and is often conducted at the feature-level in the latent space... (read more)

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