Correlation via Synthesis: End-to-end Image Generation and Radiogenomic Learning Based on Generative Adversarial Network

Ziyue Xu
Ziyue Xu
Xiaosong Wang
Xiaosong Wang
Hoo-Chang Shin
Hoo-Chang Shin
Holger Roth
Holger Roth
Fausto Milletari
Fausto Milletari
Ling Zhang
Ling Zhang

MIDL, pp. 857-866, 2020.

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摘要

Radiogenomic map linking image features and gene expression profiles has great potential for non-invasively identifying molecular properties of a particular type of disease. Conventionally, such map is produced in three independent steps: 1) gene-clustering to metagenes, 2) image feature extraction, and 3) statistical correlation between ...更多

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