Browsing by Author "Shamshad, Fahad"
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Single-shot retinal image enhancement using untrained and pretrained neural networks priors integrated with analytical image priors
Qayyum, Adnan; Sultani, Waqas; Shamshad, Fahad; Tufail, Rashid; Qadir, Junaid ( Elsevier , 2022 , Article)Retinal images acquired using fundus cameras are often visually blurred due to imperfect imaging conditions, refractive medium turbidity, and motion blur. In addition, ocular diseases such as the presence of cataracts also ... -
Untrained Neural Network Priors for Inverse Imaging Problems: A Survey
Qayyum, Adnan; Ilahi, Inaam; Shamshad, Fahad; Boussaid, Farid; Bennamoun, Mohammed; Qadir, Junaid... more authors ... less authors ( IEEE Computer Society , 2023 , Article)In recent years, advancements in machine learning (ML) techniques, in particular, deep learning (DL) methods have gained a lot of momentum in solving inverse imaging problems, often surpassing the performance provided by ...