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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 1–10 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
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