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Virtual Staining

Virtual staining uses computational techniques to simulate traditional staining (like H&E) on histopathology images, enhancing tissue features digitally without physical dyes. It offers faster, cost-effective, and non-invasive analysis for pathology.

Papers

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Showing 1–42 of 42 papers

TitleStatusHype
Pathological Semantics-Preserving Learning for H&E-to-IHC Virtual StainingCode1
Unpaired Multi-Domain Histopathology Virtual Staining using Dual Path Prompted InversionCode1
From Fibers to Cells: Fourier-Based Registration Enables Virtual Cresyl Violet Staining From 3D Polarized Light ImagingCode0
HoechstGAN: Virtual Lymphocyte Staining Using Generative Adversarial NetworksCode0
USIGAN: Unbalanced Self-Information Feature Transport for Weakly Paired Image IHC Virtual StainingCode0
ODA-GAN: Orthogonal Decoupling Alignment GAN Assisted by Weakly-supervised Learning for Virtual Immunohistochemistry StainingCode0
VLM-based Prompts as the Optimal Assistant for Unpaired Histopathology Virtual StainingCode0
Virtual Immunohistochemistry Staining for Histological Images Assisted by Weakly-supervised LearningCode0
Can virtual staining for high-throughput screening generalize?—0
Deep learning-based virtual histology staining using auto-fluorescence of label-free tissue—0
Deep Learning-enabled Virtual Histological Staining of Biological Samples—0
Detecting Hallucinations in Virtual Histology with Neural Precursors—0
Diffusion-based Virtual Staining from Polarimetric Mueller Matrix Imaging—0
Digital synthesis of histological stains using micro-structured and multiplexed virtual staining of label-free tissue—0
GANs vs. Diffusion Models for virtual staining with the HER2match dataset—0
Generating Seamless Virtual Immunohistochemical Whole Slide Images with Content and Color Consistency—0
Global Pixel Transformers for Virtual Staining of Microscopy Images—0
Histology Virtual Staining with Mask-Guided Adversarial Transfer Learning for Tertiary Lymphoid Structure Detection—0
HistoStarGAN: A Unified Approach to Stain Normalisation, Stain Transfer and Stain Invariant Segmentation in Renal Histopathology—0
ImplicitStainer: Data-Efficient Medical Image Translation for Virtual Antibody-based Tissue Staining Using Local Implicit Functions—0
Label-free evaluation of lung and heart transplant biopsies using virtual staining—0
Multi-Channel Feature Extraction for Virtual Histological Staining of Photon Absorption Remote Sensing Images—0
PhaseStain: Digital staining of label-free quantitative phase microscopy images using deep learning—0
Scalable, Trustworthy Generative Model for Virtual Multi-Staining from H&E Whole Slide Images—0
SHAP-CAT: A interpretable multi-modal framework enhancing WSI classification via virtual staining and shapley-value-based multimodal fusion—0
Single color digital H&E staining with In-and-Out Net—0
StainDiffuser: MultiTask Dual Diffusion Model for Virtual Staining—0
Structural Cycle GAN for Virtual Immunohistochemistry Staining of Gland Markers in the Colon—0
Super-resolved virtual staining of label-free tissue using diffusion models—0
Virtual histological staining of unlabeled autopsy tissue—0
Virtual staining for mitosis detection in Breast Histopathology—0
Virtual staining of defocused autofluorescence images of unlabeled tissue using deep neural networks—0
Virtual Staining of Label-Free Tissue in Imaging Mass Spectrometry—0
Virtual stain transfer in histology via cascaded deep neural networks—0
Virtualization of tissue staining in digital pathology using an unsupervised deep learning approach—0
PixCell: A generative foundation model for digital histopathology images—0
ACROBAT -- a multi-stain breast cancer histological whole-slide-image data set from routine diagnostics for computational pathology—0
AGMDT: Virtual Staining of Renal Histology Images with Adjacency-Guided Multi-Domain Transfer—0
Automated Whole Slide Imaging for Label-Free Histology using Photon Absorption Remote Sensing Microscopy—0
A robust and scalable framework for hallucination detection in virtual tissue staining and digital pathology—0
A Value Mapping Virtual Staining Framework for Large-scale Histological Imaging—0
Brightfield vs Fluorescent Staining Dataset–A Test Bed Image Set for Machine Learning based Virtual Staining—0
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