Automatic Determination of a Motion Parameter of the Heart

Patent №

US 12,239,477

Granted

2025-03-04

Filed 2022

Owner

Siemens Healthineers AG

Lab

AI components

0

Assignment

None on record

Dataset

AIPD

Application

17728328

The disclosure relates to techniques for determining a motion parameter of a heart. A subset of a sequence of cardiac MR images is applied as a first input to a first trained convolutional neural network configured to determine, as a first output, a probability distribution of at least 2 anatomical landmarks. The sequence of cardiac MR images is cropped and realigned based on the at least 2 anatomical landmarks to determine a reframed and aligned sequence of new cardiac MR images showing the same orientation of the heart. The reframed and aligned sequence of new cardiac MR images is applied to a second trained convolutional neural network configured to determine, as a second output, a further probability distribution of the at least 2 anatomical landmarks in each new MR image of the reframed and aligned sequence, the motion parameter of the heart is determined based on the second output.

A61B 6/503G06N 3/045A61B 6/5205G01R 33/5608G01R 33/56308G06N 3/08

Ownership

Siemens Healthineers AG

From the same owner

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