AUTOMATED VIEW CLASSIFICATION WITH ECHOCARDIOGRAPHIC DATA FOR GATE LOCALIZATION OR OTHER PURPOSES

Patent №

US 8,092,388

Granted

2012-01-10

Filed 2008

Owner

SIEMENS CORPORATE RESEARCH, INC.

+1 more

Lab

AI components

3

ml · vision · planning

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

12210419

A view represented by echocardiographic data is classified. A probabilistic boosting network is used to classify the view. The probabilistic boosting network may include multiple levels where each level has a multi-class local structure classifier and a plurality of local-structure detectors corresponding to the respective multiple classes. In each level, the local structure is classified as a particular view and then the local structure is detected to determine whether the currently selected local structure corresponds to the class. The view classification may be used to determine gate locations, such as a gate for spectral Doppler analysis.

Machine learningVisionPlanningG06V 10/7747G06F 18/2148G06F 18/254G06V 2201/03

AI classification

Vision1.00
Machine learning1.00
Planning0.91
Knowledge representation0.23
AI hardware0.14
Natural language0.03
Speech0.00
Evolutionary computation0.00

Ownership

SIEMENS CORPORATE RESEARCH, INC.

assignment · 219720512

SIEMENS MEDICAL SOLUTIONS USA, INC.

assignment · 219740213

Assignors

PARK, JIN HYEONG, ZHOU, SHAOHUA KEVIN, COMANICIU, DORIN

On an employer assignment, the assignors are typically the inventors.

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