Deep learning in holography and coherent imaging

Bright-field holography: cross-modality deep learning enables snapshot 3D imaging with bright-field contrast using a single hologram

(2019) Yichen Wu et al.   Light-Science & Applications

PhaseStain: the digital staining of label-free quantitative phase microscopy images using deep learning

(2019) Yair Rivenson et al.   Light-Science & Applications

Cycle-consistent deep learning approach to coherent noise reduction in optical diffraction tomography

(2019) Gunho Choi et al.   OPTICS EXPRESS

Virtual histological staining of unlabelled tissue-autofluorescence images via deep learning

(2019) Yair Rivenson et al.   Nature Biomedical Engineering

Lensless digital holographic microscopy and its applications in biomedicine and environmental monitoring

(2018) Yichen Wu et al.   METHODS

Extended depth-of-field in holographic imaging using deep-learning-based autofocusing and phase recovery

(2018) Yichen Wu et al.   Optica

Imaging through glass diffusers using densely connected convolutional networks

(2018) Shuai Li et al.   Optica

Speckle noise reduction for digital holographic images using multi-scale convolutional neural networks

(2018) Wonseok Jeon et al.   OPTICS LETTERS

Strategies for reducing speckle noise in digital holography

(2018) Vittorio Bianco et al.   Light-Science & Applications

A deep learning-enabled portable imaging flow cytometer for cost-effective, high-throughput, and label-free analysis of natural water samples

(2018) Zoltán Gӧrӧcs et al.   Light-Science & Applications

Deep speckle correlation: a deep learning approach toward scalable imaging through scattering media

(2018) Yunzhe Li et al.   Optica

Learning to see through multimode fibers

(2018) Navid Borhani et al.   Optica

PhaseNet: A Deep Convolutional Neural Network for Two-Dimensional Phase Unwrapping

(2018) G. E. Spoorthi et al.   IEEE SIGNAL PROCESSING LETTERS

Deep learning enables cross-modality super-resolution in fluorescence microscopy

(2018) Hongda Wang et al.   NATURE METHODS

Low Photon Count Phase Retrieval Using Deep Learning

(2018) Alexandre Goy et al.   PHYSICAL REVIEW LETTERS

Label-Free Bioaerosol Sensing Using Mobile Microscopy and Deep Learning

(2018) Yichen Wu et al.   ACS Photonics

Deep Learning Enables High-Throughput Analysis of Particle-Aggregation-Based Biosensors Imaged Using Holography

(2018) Yichen Wu et al.   ACS Photonics

Phase recovery and holographic image reconstruction using deep learning in neural networks

(2017) Yair Rivenson et al.   Light-Science & Applications

Endowing a plain fluidic chip with micro-optics: a holographic microscope slide

(2017) Vittorio Bianco et al.   Light-Science & Applications

Lensless computational imaging through deep learning

(2017) Ayan Sinha et al.   Optica

3D imaging of optically cleared tissue using a simplified CLARITY method and on-chip microscopy

(2017) Yibo Zhang et al.   Science Advances

Tomographic flow cytometry by digital holography

(2016) Francesco Merola et al.   Light-Science & Applications

Learning approach to optical tomography

(2015) Ulugbek S. Kamilov et al.   Optica