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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Riam H. Saffar

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2 papers indexed here

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Open access Sep 2026

Blind Image Deblurring in Dynamic Scenes Using Physics-Informed Neural Networks

PI-NAFDeblur is presented, a physics-informed neural network that utilizes a coupling of a lightweight NAFNet restoration backbone and a differentiable reblur operator that enforces forward-model consistency during training to demonstrate that physics-informed regularization can help improve cross-dataset robustness un...

Riam H. Saffar · 0 citations
Open access Aug 2026

LungMix-EMA: A Deep Learning Framework with Anatomy-Aware Augmentation for Pneumonia Detection in Chest X-Rays

The deep learning models which detect pneumonia through chest X-ray analysis show exceptional ability to differentiate between medical conditions yet the models experience problems with shortcut learning and their probability outputs lack accurate calibration. This study presents LungMix-EMA as an enhancement of anatom...

Riam H. Saffar, Yousif A. Saadoon · 0 citations

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