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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 1–25 of 42 papers

TitleStatusHype
USIGAN: Unbalanced Self-Information Feature Transport for Weakly Paired Image IHC Virtual StainingCode0
GANs vs. Diffusion Models for virtual staining with the HER2match dataset—0
PixCell: A generative foundation model for digital histopathology images—0
From Fibers to Cells: Fourier-Based Registration Enables Virtual Cresyl Violet Staining From 3D Polarized Light ImagingCode0
ImplicitStainer: Data-Efficient Medical Image Translation for Virtual Antibody-based Tissue Staining Using Local Implicit Functions—0
VLM-based Prompts as the Optimal Assistant for Unpaired Histopathology Virtual StainingCode0
Diffusion-based Virtual Staining from Polarimetric Mueller Matrix Imaging—0
A Value Mapping Virtual Staining Framework for Large-scale Histological Imaging—0
ODA-GAN: Orthogonal Decoupling Alignment GAN Assisted by Weakly-supervised Learning for Virtual Immunohistochemistry StainingCode0
Unpaired Multi-Domain Histopathology Virtual Staining using Dual Path Prompted InversionCode1
Detecting Hallucinations in Virtual Histology with Neural Precursors—0
Virtual Staining of Label-Free Tissue in Imaging Mass Spectrometry—0
Super-resolved virtual staining of label-free tissue using diffusion models—0
SHAP-CAT: A interpretable multi-modal framework enhancing WSI classification via virtual staining and shapley-value-based multimodal fusion—0
Generating Seamless Virtual Immunohistochemical Whole Slide Images with Content and Color Consistency—0
Label-free evaluation of lung and heart transplant biopsies using virtual staining—0
Histology Virtual Staining with Mask-Guided Adversarial Transfer Learning for Tertiary Lymphoid Structure Detection—0
Can virtual staining for high-throughput screening generalize?—0
Pathological Semantics-Preserving Learning for H&E-to-IHC Virtual StainingCode1
Scalable, Trustworthy Generative Model for Virtual Multi-Staining from H&E Whole Slide Images—0
Single color digital H&E staining with In-and-Out Net—0
A robust and scalable framework for hallucination detection in virtual tissue staining and digital pathology—0
StainDiffuser: MultiTask Dual Diffusion Model for Virtual Staining—0
Virtual Immunohistochemistry Staining for Histological Images Assisted by Weakly-supervised LearningCode0
AGMDT: Virtual Staining of Renal Histology Images with Adjacency-Guided Multi-Domain Transfer—0
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