3 papers
eess.IV2020
Data and Image Prior Integration for Image Reconstruction Using Consensus Equilibrium
Muhammad Usman Ghani, W. Clem Karl
Image domain prior models have been shown to improve the quality of reconstructed images, especially when data are limited. Pre-processing of raw data, through the implicit or expl…
eess.IV2019
Integrating Data and Image Domain Deep Learning for Limited Angle Tomography using Consensus Equilibrium
Muhammad Usman Ghani, W. Clem Karl
Computed Tomography (CT) is a non-invasive imaging modality with applications ranging from healthcare to security. It reconstructs cross-sectional images of an object using a colle…
cs.CV2019
Fast Enhanced CT Metal Artifact Reduction using Data Domain Deep Learning
Muhammad Usman Ghani, W. Clem Karl
Filtered back projection (FBP) is the most widely used method for image reconstruction in X-ray computed tomography (CT) scanners. The presence of hyper-dense materials in a scene,…