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Self-supervised learning unveils morphological clusters behind lung cancer types and prognosis

A. Quiros,N. Coudray,9 Authors,Ke-Fei Yuan

2022 · DOI: 10.48550/arXiv.2205.01931
arXiv.org · 5 Citations

TLDR

Phenotype Representation Learning (PRL), a methodology to extract histomorphological phenotypes through self-supervised learning and community detection, is presented, providing a simple, interpretable and versatile method that can correlate histomorphic patterns with different clinical annotations, without the need of retraining for different prediction purposes.