Machine learning for automatic detection of intracranial hemorrhages with uncertainty measures from medical images

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United States of America Patent

PATENT NO 12112844
APP PUB NO 20220293247A1
SERIAL NO

17249783

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Abstract

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Systems and method for performing a medical imaging analysis task for making a clinical decision are provided. One or more input medical images of a patient are received. A medical imaging analysis task is performed from the one or more input medical images using a machine learning based network. The machine learning based network generates a probability score associated with the medical imaging analysis task. An uncertainty measure associated with the probability score is determined. A clinical decision is made based on the probability score and the uncertainty measure.

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Patent Owner(s)

Patent OwnerAddress
SIEMENS HEALTHINEERS AGHENKESTR 127 ERLANGEN 91052

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Brehm, Barbara Forchheim, DE 1 0
Ceccaldi, Pascal New York, US 15 138
Chekkoury, Andrei Erlangen, DE 5 3
Comaniciu, Dorin Princeton, US 415 12935
Das, Jyotipriya Plainsboro, US 3 2
Eibenberger, Eva Nuremberg, DE 6 48
Flohr, Thomas Uehlfeld, DE 151 1435
Georgescu, Bogdan Princeton, US 203 7044
Gibson, Eli Plainsboro, US 28 35
Re, Thomas New York, US 13 37
Trigan, Pierre-Hugo Saint Martin du Manoir, FR 1 0
Yoo, Youngjin Princeton, US 19 30

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