Autonomous quality assurance for virtual staining of label-free tissue

Virtual staining offers faster, label-free alternatives to histochemical staining. To enhance the reliability of virtually-stained images, we introduce an autonomous quality assurance tool to detect staining artifacts and hallucinations with super-human accuracy and strong generalization.

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Publication Details

Published
2025-01-01
DOI
https://doi.org/10.1364/cleo_at.2025.aa111_7
Primary Topic
Manufacturing Process and Optimization
Type
article
Field-Weighted Citation Impact
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article

Autonomous quality assurance for virtual staining of label-free tissue

William D. Wallace, Tal Keidar Haran, Aydogan Özcan, Luzhe Huang et al.
Manufacturing Process and Optimization
article

Autonomous quality assurance for virtual staining of label-free tissue

William D. Wallace, Tal Keidar Haran, Aydogan Özcan, Luzhe Huang, Nir Pillar, Yuzhu Li
article en

Abstract

Virtual staining offers faster, label-free alternatives to histochemical staining. To enhance the reliability of virtually-stained images, we introduce an autonomous quality assurance tool to detect staining artifacts and hallucinations with super-human accuracy and strong generalization.

Openalex Percentile: Top 64%
Manufacturing Process and Optimization
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Autonomous quality assurance for virtual staining of label-free tissue — William D. Wallace, Tal Keidar Haran, et al. · (2025) | TGRS Research Map | TGRS