2 papers
cond-mat.mtrl-sci2025
Enhanced Confocal Laser Scanning Microscopy with Adaptive Physics Informed Deep Autoencoders
Zaheer Ahmad, Junaid Shabeer, Usman Saleem +4
We present a physics-informed deep learning framework to address common limitations in Confocal Laser Scanning Microscopy (CLSM), such as diffraction limited resolution, noise, and…
cond-mat.mtrl-sci2024
Physics Informed Neural Network Enhanced Denoising for Atomic Resolution STEM Imaging
Z. Awan, J. Shabeer, U. Saleem +2
Atomic resolution STEM images often suffer from noise due to low electron doses and instrument imperfections, hence it is challenging to obtain critical structural details required…