SYSTEM AND METHOD FOR MACHINE LEARNING BASED TRACKINGLESS IMAGING VOLUME RECONSTRUCTION

SYSTEM AND METHOD FOR MACHINE LEARNING BASED TRACKINGLESS IMAGING VOLUME RECONSTRUCTION

A method of ultrasound image volume reconstruction includes: providing a convolutional neural network ("CNN"); receiving a first dataset comprising at least one pair of consecutive ultrasound images; inputting the first dataset to the CNN; training the CNN with the first dataset; receiving...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Hauptverfasser: Yan, Pingkun, Guo, Hengtao
Format: Patent
Sprache:eng
Schlagworte:
CALCULATING
COMPUTING
COUNTING
DIAGNOSIS
HUMAN NECESSITIES
HYGIENE
IDENTIFICATION
IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
MEDICAL OR VETERINARY SCIENCE
PHYSICS
SURGERY
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Beschreibung
Zusammenfassung:A method of ultrasound image volume reconstruction includes: providing a convolutional neural network ("CNN"); receiving a first dataset comprising at least one pair of consecutive ultrasound images; inputting the first dataset to the CNN; training the CNN with the first dataset; receiving a second dataset comprising an ultrasound video comprising a plurality of consecutive ultrasound images; inputting the second dataset to the CNN; and processing, by the CNN, the second dataset to produce as output a reconstructed 3D ultrasound image volume.