TIE-GANs: single-shot quantitative phase imaging using transport of intensity equation with integration of GANs.

Vikas ThapaAshwini Subhash GalandeGurram Hanu Phani RamRenu John

Published in: Journal of biomedical optics (2024)

The proposed methodology holds the ability to generate a phase image utilizing a single intensity image. Our method is feasible for digital cytology because of its reported high value of SSIM. Our approach can handle defocused images in such a way that it can take intensity image from any defocus plane within the provided range and able to generate phase map.

Keyphrases

deep learning
high intensity
high resolution
convolutional neural network
machine learning
fine needle aspiration
optical coherence tomography
mass spectrometry
ultrasound guided