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Artificial intelligence in tumor subregion analysis based on medical imaging: A review.

Authors :
Lin, Mingquan
Wynne, Jacob F.
Zhou, Boran
Wang, Tonghe
Lei, Yang
Curran, Walter J.
Liu, Tian
Yang, Xiaofeng
Source :
Journal of Applied Clinical Medical Physics; Jul2021, Vol. 22 Issue 7, p10-26, 17p
Publication Year :
2021

Abstract

Medical imaging is widely used in the diagnosis and treatment of cancer, and artificial intelligence (AI) has achieved tremendous success in medical image analysis. This paper reviews AI‐based tumor subregion analysis in medical imaging. We summarize the latest AI‐based methods for tumor subregion analysis and their applications. Specifically, we categorize the AI‐based methods by training strategy: supervised and unsupervised. A detailed review of each category is presented, highlighting important contributions and achievements. Specific challenges and potential applications of AI in tumor subregion analysis are discussed. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
15269914
Volume :
22
Issue :
7
Database :
Complementary Index
Journal :
Journal of Applied Clinical Medical Physics
Publication Type :
Academic Journal
Accession number :
151567700
Full Text :
https://doi.org/10.1002/acm2.13321