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DURRNet: Deep Unfolded Single Image Reflection Removal Network


Mar 12, 2022
Jun-Jie Huang, Tianrui Liu, Zhixiong Yang, Shaojing Fu, Wentao Zhao, Pier Luigi Dragotti


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Active Privacy-Utility Trade-off Against Inference in Time-Series Data Sharing


Feb 11, 2022
Ecenaz Erdemir, Pier Luigi Dragotti, Deniz Gunduz

* 12 pages, 12 figures 

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Mixed X-Ray Image Separation for Artworks with Concealed Designs


Jan 23, 2022
Wei Pu, Jun-Jie Huang, Barak Sober, Nathan Daly, Catherine Higgitt, Ingrid Daubechies, Pier Luigi Dragotti, Miguel Rodigues


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AI-based Reconstruction for Fast MRI -- A Systematic Review and Meta-analysis


Dec 23, 2021
Yutong Chen, Carola-Bibiane Schönlieb, Pietro Liò, Tim Leiner, Pier Luigi Dragotti, Ge Wang, Daniel Rueckert, David Firmin, Guang Yang

* 42 pages, 5 figures, Proceedings of the IEEE 

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Light-Field Microscopy for optical imaging of neuronal activity: when model-based methods meet data-driven approaches


Oct 24, 2021
Pingfan Song, Herman Verinaz Jadan, Carmel L. Howe, Amanda J. Foust, Pier Luigi Dragotti

* 20 pages, 9 figures, article accepted by IEEE Signal Processing Magazine 

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Privacy-Aware Communication Over the Wiretap Channel with Generative Networks


Oct 08, 2021
Ecenaz Erdemir, Pier Luigi Dragotti, Deniz Gunduz


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WINNet: Wavelet-inspired Invertible Network for Image Denoising


Sep 14, 2021
Jun-Jie Huang, Pier Luigi Dragotti


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LINN: Lifting Inspired Invertible Neural Network for Image Denoising


May 07, 2021
Jun-Jie Huang, Pier Luigi Dragotti

* Accepted by the 29th European Signal Processing Conference, EUSIPCO 2021 

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Model-inspired Deep Learning for Light-Field Microscopy with Application to Neuron Localization


Mar 10, 2021
Pingfan Song, Herman Verinaz Jadan, Carmel L. Howe, Peter Quicke, Amanda J. Foust, Pier Luigi Dragotti

* 5 pages, 6 figures, ICASSP 2021 

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Active Privacy-utility Trade-off Against a Hypothesis Testing Adversary


Feb 18, 2021
Ecenaz Erdemir, Pier Luigi Dragotti, Deniz Gunduz

* Accepted to IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2021) 

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