Deep Learning-based Virtual Birefringence Imaging and Staining of Amyloid Deposits in Label-Free Tissue

We present virtual birefringence imaging and staining, enabling label-free detection of amyloid deposits in tissue. By transforming autofluorescence images into virtually-stained brightfield and polarization images, this method enhances the accuracy and speed of amyloidosis diagnosis.

Authors

Publication Details

Published
2025-01-01
DOI
https://doi.org/10.1364/cleo_at.2025.aa109_2
Primary Topic
Cell Image Analysis Techniques
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Deep Learning-based Virtual Birefringence Imaging and Staining of Amyloid Deposits in Label-Free Tissue

William D. Wallace, Aydogan Özcan, Karine Atlan, Gregory A. Fishbein et al.
Cell Image Analysis Techniques
article

Deep Learning-based Virtual Birefringence Imaging and Staining of Amyloid Deposits in Label-Free Tissue

William D. Wallace, Aydogan Özcan, Karine Atlan, Gregory A. Fishbein, Şahan Yoruç Selçuk, Bijie Bai, Paloma Casteleiro Costa, Nir Pillar, Musa Aydın, Xilin Yang, Yijie Zhang, Yuzhu Li, Zhen Guo
article en

Abstract

We present virtual birefringence imaging and staining, enabling label-free detection of amyloid deposits in tissue. By transforming autofluorescence images into virtually-stained brightfield and polarization images, this method enhances the accuracy and speed of amyloidosis diagnosis.

Openalex Percentile: Top 82%
Cell Image Analysis Techniques
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.