TopoCellGen: Generating Histopathology Cell Topology with a Diffusion Model

Accurately modeling multi-class cell topology is crucial in digital pathology, as it provides critical insights into tissue structure and pathology. The synthetic generation of cell topology enables realistic simulations of complex tissue environments, enhances downstream tasks by augmenting trainin...

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Veröffentlicht in:	Proceedings (IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Online) Jg. 2025; S. 20979 - 20989
Hauptverfasser:	Xu, Meilong, Gupta, Saumya, Hu, Xiaoling, Li, Chen, Abousamra, Shahira, Samaras, Dimitris, Prasanna, Prateek, Chen, Chao
Format:	Tagungsbericht Journal Article
Sprache:	Englisch
Veröffentlicht:	United States IEEE 01.06.2025
Schlagworte:	cell topology generation Codes Computer vision Data models Diffusion models digital pathology Histopathology Layout Measurement Pattern recognition Topology Training data
ISSN:	1063-6919, 1063-6919
Online-Zugang:	Volltext
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