23 citations · 26 across the 4 of their papers we have counts for
4 papers
Graph Attention-Driven Bayesian Deep Unrolling for Dual-Peak Single-Photon Lidar Imaging
Kyungmin Choi, JaKeoung Koo, Stephen McLaughlin +1
Single-photon Lidar imaging offers a significant advantage in 3D imaging due to its high resolution and long-range capabilities, however it is challenging to apply in noisy environ…
Bayesian Based Unrolling for Reconstruction and Super-resolution of Single-Photon Lidar Systems
Abderrahim Halimi, Jakeoung Koo, Stephen McLaughlin
Deploying 3D single-photon Lidar imaging in real world applications faces several challenges due to imaging in high noise environments and with sensors having limited resolution. T…
A Bayesian Based Deep Unrolling Algorithm for Single-Photon Lidar Systems
Jakeoung Koo, Abderrahim Halimi, Stephen McLaughlin
Deploying 3D single-photon Lidar imaging in real world applications faces multiple challenges including imaging in high noise environments. Several algorithms have been proposed to…
Adaptive Regularization of Some Inverse Problems in Image Analysis
Byung-Woo Hong, Ja-Keoung Koo, Martin Burger +1
We present an adaptive regularization scheme for optimizing composite energy functionals arising in image analysis problems. The scheme automatically trades off data fidelity and r…