Back to search

Article

Semantically-Guided State-Space Models for Data-Efficient and Robust Cross-Platform Virtual Staining

2025-05-14

Abstract excerpt

<title>Abstract</title> <p>Histologic staining is a cornerstone of clinical pathology, enabling the visualization of cellular structures and facilitating accurate diagnoses. However, traditional staining methods are labor-intensive, inconsistent, and reliant on reagent concentrations and operator expertise. Virtual staining offers an efficient alternative but faces challenges including cross-platform adaptability...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work
22cba062-2278-5a4a-8b9a-55449f911a27
DOI
10.21203/rs.3.rs-6646737/v1
Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest
Interactive article relationship graphSelect a related publication card to move it into the centre and load its closest explainable connections. Solid lines are source-backed structured connections. Dashed lines are semantic discovery signals and are not scientific evidence.
Semantically-Guided State-Space Models for Data-Efficient and Robust Cross-Platform Virtual StainingDOI 10.21203/rs.3.rs-6646737/v1
Select a neighboring publication to make it the new centre.