Deep learning segmentation of general interventional tools in two-dimensional ultrasound images.

Gillies, Derek J; Rodgers, Jessica R; Gyacskov, Igor; Roy, Priyanka; Kakani, Nirmal; Cool, Derek W; Fenster, Aaron

Gillies, Derek J; Rodgers, Jessica R; Gyacskov, Igor; Roy, Priyanka; Kakani, Nirmal; Cool, Derek W; Fenster, Aaron.

Afiliación

Gillies DJ; Department of Medical Biophysics, Western University, London, Ontario, N6A 3K7, Canada.
Rodgers JR; Robarts Research Institute, Western University, London, Ontario, N6A 3K7, Canada.
Gyacskov I; Robarts Research Institute, Western University, London, Ontario, N6A 3K7, Canada.
Roy P; School of Biomedical Engineering, Western University, London, Ontario, N6A 3K7, Canada.
Kakani N; Robarts Research Institute, Western University, London, Ontario, N6A 3K7, Canada.
Cool DW; Department of Medical Biophysics, Western University, London, Ontario, N6A 3K7, Canada.
Fenster A; Robarts Research Institute, Western University, London, Ontario, N6A 3K7, Canada.

Med Phys ; 47(10): 4956-4970, 2020 Oct.

Article en En | MEDLINE | ID: mdl-32767411

Asunto(s)

Aprendizaje Profundo; Femenino; Hígado/diagnóstico por imagen; Masculino; Agujas; Fantasmas de Imagen; Ultrasonografía

Palabras clave

automatic general needle segmentation; convolutional neural network; interventional procedures; real-time; ultrasound image guidance

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Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Aprendizaje Profundo Tipo de estudio: Diagnostic_studies / Guideline Idioma: En Revista: Med Phys Año: 2020 Tipo del documento: Article País de afiliación: Canadá Pais de publicación: Estados Unidos

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