Detection Of Anatomy Orientation Using Learning-Based Regression

Patent №

US 9,704,300

Granted

2017-07-11

Filed 2016

Owner

SIEMENS MEDICAL SOLUTIONS USA, INC.

Lab

AI components

4

ml · vision · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

15046900

A framework for anatomy orientation detection is described herein. In accordance with one aspect, a pre-trained regressor is applied to appearance features of the image volume to predict a colatitude of the structure of interest. An optimal longitude corresponding to the predicted colatitude is then determined. In response to the colatitude being more than a pre-determined threshold, the image volume is re-oriented based on the predicted colatitude and the optimal longitude, and the predicted colatitude and optimal longitude determination is repeated for the re-oriented image volume.

Machine learningVisionEvolutionary computationAI hardwareG06T 19/20G06T 7/73G06T 2200/04G06T 2207/10072G06T 2207/20081G06T 2207/30004G06T 2210/41G06T 2219/2016

AI classification

Vision1.00
Machine learning0.94
AI hardware0.88
Evolutionary computation0.88
Planning0.00
Knowledge representation0.00
Natural language0.00
Speech0.00

Ownership

SIEMENS MEDICAL SOLUTIONS USA, INC.

assignment · 377670001

Assignors

REDA, FITSUM AKLILU, ZHAN, YIQIANG, ZHOU, XIANG SEAN

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

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