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20222025
most citedDeep Learning-enabled Virtual Histological Staining of Biological Samples

354 citations · 564 across the 13 of their papers we have counts for

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Showing 2024Show all

8 papers · 1 filter

cs.CV2024★ 13 cited

Virtual Staining of Label-Free Tissue in Imaging Mass Spectrometry

Yijie Zhang, Luzhe Huang, Nir Pillar +5

Imaging mass spectrometry (IMS) is a powerful tool for untargeted, highly multiplexed molecular mapping of tissue in biomedical research. IMS offers a means of mapping the spatial…

eess.IV2024★ 27 cited

Pixel super-resolved virtual staining of label-free tissue using diffusion models

Yijie Zhang, Luzhe Huang, Nir Pillar +3

Virtual staining of tissue offers a powerful tool for transforming label-free microscopy images of unstained tissue into equivalents of histochemically stained samples. This study…

eess.IV2024★ 1 cited

BlurryScope enables compact, cost-effective scanning microscopy for HER2 scoring using deep learning on blurry images

Michael John Fanous, Christopher Michael Seybold, Hanlong Chen +2

We developed a rapid scanning optical microscope, termed "BlurryScope", that leverages continuous image acquisition and deep learning to provide a cost-effective and compact soluti…

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…

q-bio.QM2024★ 21 cited

Virtual Gram staining of label-free bacteria using darkfield microscopy and deep learning

Cagatay Isil, Hatice Ceylan Koydemir, Merve Eryilmaz +8

Gram staining has been one of the most frequently used staining protocols in microbiology for over a century, utilized across various fields, including diagnostics, food safety, an…

eess.IV2024★ 18 cited

A robust and scalable framework for hallucination detection in virtual tissue staining and digital pathology

Luzhe Huang, Yuzhu Li, Nir Pillar +3

Histopathological staining of human tissue is essential for disease diagnosis. Recent advances in virtual tissue staining technologies using artificial intelligence (AI) alleviate…

eess.IV2024★ 35 cited

Automated HER2 Scoring in Breast Cancer Images Using Deep Learning and Pyramid Sampling

Sahan Yoruc Selcuk, Xilin Yang, Bijie Bai +12

Human epidermal growth factor receptor 2 (HER2) is a critical protein in cancer cell growth that signifies the aggressiveness of breast cancer (BC) and helps predict its prognosis.…

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…