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Inverse Constrained Reinforcement Learning


Nov 24, 2020
Usman Anwar, Shehryar Malik, Alireza Aghasi, Ali Ahmed


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Subsampled Fourier Ptychography using Pretrained Invertible and Untrained Network Priors


May 13, 2020
Fahad Shamshad, Asif Hanif, Ali Ahmed

* Part of this work has been accepted in NeurIPS Deep Inverse Workshop, 2019 

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Learning To Solve Differential Equations Across Initial Conditions


Apr 19, 2020
Shehryar Malik, Usman Anwar, Ali Ahmed, Alireza Aghasi


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Class-Specific Blind Deconvolutional Phase Retrieval Under a Generative Prior


Feb 28, 2020
Fahad Shamshad, Ali Ahmed

* 10 pages 

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Blind Image Deconvolution using Pretrained Generative Priors


Aug 20, 2019
Muhammad Asim, Fahad Shamshad, Ali Ahmed

* Accepted in BMVC 2019. Extended version of this paper can be found at arXiv:1802.04073 

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Invertible generative models for inverse problems: mitigating representation error and dataset bias


May 28, 2019
Muhammad Asim, Ali Ahmed, Paul Hand


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Deep Ptych: Subsampled Fourier Ptychography using Generative Priors


Dec 22, 2018
Fahad Shamshad, Farwa Abbas, Ali Ahmed


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Leveraging Deep Stein's Unbiased Risk Estimator for Unsupervised X-ray Denoising


Nov 29, 2018
Fahad Shamshad, Muhammad Awais, Muhammad Asim, Zain ul Aabidin Lodhi, Muhammad Umair, Ali Ahmed

* Machine Learning for Health (ML4H) Workshop at NeurIPS 2018 arXiv:1811.07216 

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Robust Compressive Phase Retrieval via Deep Generative Priors


Aug 17, 2018
Fahad Shamshad, Ali Ahmed

* Preprint. Work in progress 

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Blind Image Deconvolution using Deep Generative Priors


Mar 15, 2018
Muhammad Asim, Fahad Shamshad, Ali Ahmed


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