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20202025
most citedDeep Learning-enabled Virtual Histological Staining of Biological Samples

354 citations · 1.3k across the 21 of their papers we have counts for

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Showing physics.med-phShow all

7 papers · 1 filter

physics.med-ph2025★ 3 cited

Deep learning-enabled virtual multiplexed immunostaining of label-free tissue for vascular invasion assessment

Yijie Zhang, Cagatay Isil, Xilin Yang +6

Immunohistochemistry (IHC) has transformed clinical pathology by enabling the visualization of specific proteins within tissue sections. However, traditional IHC requires one tissu…

physics.med-ph2024★ 2 cited

Label-free evaluation of lung and heart transplant biopsies using tissue autofluorescence-based virtual staining

Yuzhu Li, Nir Pillar, Tairan Liu +12

Organ transplantation serves as the primary therapeutic strategy for end-stage organ failures. However, allograft rejection is a common complication of organ transplantation. Histo…

physics.med-ph2024★ 26 cited

Virtual birefringence imaging and histological staining of amyloid deposits in label-free tissue using autofluorescence microscopy and deep learning

Xilin Yang, Bijie Bai, Yijie Zhang +8

Systemic amyloidosis is a group of diseases characterized by the deposition of misfolded proteins in various organs and tissues, leading to progressive organ dysfunction and failur…

physics.med-ph2024★ 22 cited

A paper-based multiplexed serological test to monitor immunity against SARS-CoV-2 using machine learning

Merve Eryilmaz, Artem Goncharov, Gyeo-Re Han +6

The rapid spread of SARS-CoV-2 caused the COVID-19 pandemic and accelerated vaccine development to prevent the spread of the virus and control the disease. Given the sustained high…

physics.med-ph2023★ 63 cited

Virtual histological staining of unlabeled autopsy tissue

Yuzhu Li, Nir Pillar, Jingxi Li +12

Histological examination is a crucial step in an autopsy; however, the traditional histochemical staining of post-mortem samples faces multiple challenges, including the inferior s…

physics.med-ph2022★ 354 cited

Deep Learning-enabled Virtual Histological Staining of Biological Samples

Bijie Bai, Xilin Yang, Yuzhu Li +3

Histological staining is the gold standard for tissue examination in clinical pathology and life-science research, which visualizes the tissue and cellular structures using chromat…

physics.med-ph2022★ 44 cited

Virtual stain transfer in histology via cascaded deep neural networks

Xilin Yang, Bijie Bai, Yijie Zhang +4

Pathological diagnosis relies on the visual inspection of histologically stained thin tissue specimens, where different types of stains are applied to bring contrast to and highlig…