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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
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
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