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Advances in the Use of Deep Learning for the Analysis of Magnetic Resonance Image in Neuro-Oncology.

Advances in the Use of Deep Learning for the Analysis of Magnetic Resonance Image in Neuro-Oncology.

Authors :
Pitarch C
Ungan G
Julià-Sapé M
Vellido A
Source :
Cancers [Cancers (Basel)] 2024 Jan 10; Vol. 16 (2). Date of Electronic Publication: 2024 Jan 10.
Publication Year :
2024

Abstract

Machine Learning is entering a phase of maturity, but its medical applications still lag behind in terms of practical use. The field of oncological radiology (and neuro-oncology in particular) is at the forefront of these developments, now boosted by the success of Deep-Learning methods for the analysis of medical images. This paper reviews in detail some of the most recent advances in the use of Deep Learning in this field, from the broader topic of the development of Machine-Learning-based analytical pipelines to specific instantiations of the use of Deep Learning in neuro-oncology; the latter including its use in the groundbreaking field of ultra-low field magnetic resonance imaging.

Details

Language :
English
ISSN :
2072-6694
Volume :
16
Issue :
2
Database :
MEDLINE
Journal :
Cancers
Publication Type :
Academic Journal
Accession number :
38254790
Full Text :
https://doi.org/10.3390/cancers16020300