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• W3109899559 abstract "Deep neural networks have been applied successfully to a wide variety of inverse problems arising in computational imaging. These networks are typically trained using a forward model that describes the measurement process to be inverted, which is often incorporated directly into the network itself. However, these approaches are sensitive to changes in the forward model: if at test time the forward model varies (even slightly) from the one the network was trained for, the reconstruction performance can degrade substantially. Given a network trained to solve an initial inverse problem with a known forward model, we propose two novel procedures that adapt the network to a change in the forward model, even without full knowledge of the change. Our approaches do not require access to more labeled data (i.e., ground truth images). We show these simple model adaptation approaches achieve empirical success in a variety of inverse problems, including deblurring, super-resolution, and undersampled image reconstruction in magnetic resonance imaging." @default.
• W3109899559 created "2020-12-07" @default.
• W3109899559 creator A5020368316 @default.
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• W3109899559 date "2020-11-30" @default.
• W3109899559 modified "2023-09-27" @default.
• W3109899559 title "Model Adaptation for Inverse Problems in Imaging" @default.
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• W3109899559 hasPublicationYear "2020" @default.
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