Autonomous quality assurance detects staining artifacts in label-free tissue, suggesting improved accuracy.
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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Huang et al. (2025) studied this question.
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