Machine Learning Applications for Head and Neck Imaging.
Neuroimaging Clin N Am
; 30(4): 517-529, 2020 Nov.
Article
en En
| MEDLINE
| ID: mdl-33039001
ABSTRACT
The head and neck (HN) consists of a large number of vital anatomic structures within a compact area. Imaging plays a central role in the diagnosis and management of major disorders affecting the HN. This article reviews the recent applications of machine learning (ML) in HN imaging with a focus on deep learning approaches. It categorizes ML applications in HN imaging into deep learning and traditional ML applications and provides examples of each category. It also discusses the main challenges facing the successful deployment of ML-based applications in the clinical setting and provides suggestions for addressing these challenges.
Palabras clave
Texto completo:
1
Colección:
01-internacional
Base de datos:
MEDLINE
Asunto principal:
Diagnóstico por Imagen
/
Interpretación de Imagen Asistida por Computador
/
Aprendizaje Automático
/
Neoplasias de Cabeza y Cuello
Tipo de estudio:
Diagnostic_studies
Límite:
Humans
Idioma:
En
Revista:
Neuroimaging Clin N Am
Asunto de la revista:
DIAGNOSTICO POR IMAGEM
/
NEUROLOGIA
Año:
2020
Tipo del documento:
Article
País de afiliación:
Canadá