Cross-modality deep learning brings bright-field microscopy contrast to holography

TL;DR

This paper introduces a deep learning approach that enhances holographic images with bright-field microscopy contrast, combining volumetric holography imaging with high-quality, artifact-free image clarity.

Contribution

The study presents a novel deep learning method that transfers bright-field contrast to holographic images, improving image quality without additional hardware.

Findings

Enhanced holographic images with bright-field contrast

Reduced speckle and artifacts in holography images

Bridged volumetric holography with bright-field microscopy

Abstract

Deep learning brings bright-field microscopy contrast to holographic images of a sample volume, bridging the volumetric imaging capability of holography with the speckle- and artifact-free image contrast of bright-field incoherent microscopy.