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• W3204302188 abstract "Explainability of deep neural networks is one of the most challenging and interesting problems in the field. In this study, we investigate the topic focusing on the interpretability of deep learning-based registration methods. In particular, with the appropriate model architecture and using a simple linear projection, we decompose the encoding space, generating a new basis, and we empirically show that this basis captures various decomposed anatomically aware geometrical transformations. We perform experiments using two different datasets focusing on lungs and hippocampus MRI. We show that such an approach can decompose the highly convoluted latent spaces of registration pipelines in an orthogonal space with several interesting properties. We hope that this work could shed some light on a better understanding of deep learning-based registration methods." @default.
• W3204302188 created "2021-10-11" @default.
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• W3204302188 date "2021-01-01" @default.
• W3204302188 modified "2023-10-18" @default.
• W3204302188 title "Exploring Deep Registration Latent Spaces" @default.
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• W3204302188 doi "https://doi.org/10.1007/978-3-030-87722-4_11" @default.
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