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Picture for Riccardo Barbano

Is Deep Image Prior in Need of a Good Education?


Nov 23, 2021
Riccardo Barbano, Johannes Leuschner, Maximilian Schmidt, Alexander Denker, Andreas Hauptmann, Peter Maaß, Bangti Jin


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Conditional Variational Autoencoder for Learned Image Reconstruction


Oct 25, 2021
Chen Zhang, Riccardo Barbano, Bangti Jin

* 22 pages, preliminary version appeared as 1908.01010 

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Unsupervised Knowledge-Transfer for Learned Image Reconstruction


Jul 06, 2021
Riccardo Barbano, Zeljko Kereta, Andreas Hauptmann, Simon R. Arridge, Bangti Jin


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Quantifying Sources of Uncertainty in Deep Learning-Based Image Reconstruction


Nov 30, 2020
Riccardo Barbano, Željko Kereta, Chen Zhang, Andreas Hauptmann, Simon Arridge, Bangti Jin

* NeurIPS 2020 Workshop on Deep Learning and Inverse Problems 

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Quantifying Model Uncertainty in Inverse Problems via Bayesian Deep Gradient Descent


Jul 20, 2020
Riccardo Barbano, Chen Zhang, Simon Arridge, Bangti Jin

* 8 pages, 6 figures 

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