SYSTEM AND METHOD FOR DETECTING GROUND GLASS NODULES IN MEDICAL IMAGES

Patent №

US 7,555,152

Granted

2009-06-30

Filed 2006

Owner

SIEMENS CORPORATE RESEARCH, INC.

+1 more

Lab

AI components

2

ml · vision

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

11324503

Detecting ground glass nodules in medical images includes calculating a probability distribution function of background lung tissue in a chest image, estimating a variation range of the background tissue probability distribution function, estimating a probability distribution function of an image point belonging to a ground glass nodule from the variation range of the background tissue probability distribution function by using a function corresponding to the variation range of the background tissue probability distribution function, and calculating a log likelihood function of the image from the background tissue probability distribution function and the estimated ground glass nodule probability distribution function, wherein the log likelihood function represents the confidence that a point in the image is not part of a ground glass nodule. The log likelihood function value for each point is compared to a confidence value of the background tissue, to determine if the point is a candidate ground glass nodule location.

Machine learningVisionG06T 7/0012G06T 7/11G06T 7/143G06T 2207/10081G06T 2207/30064

AI classification

Vision1.00
Machine learning1.00
Natural language0.08
Knowledge representation0.04
Planning0.02
Evolutionary computation0.01
AI hardware0.00
Speech0.00

Ownership

SIEMENS CORPORATE RESEARCH, INC.

assignment · 173120804

SIEMENS HEALTHCARE GMBH

assignment · 526460831

Assignors

HONG, LIN, LU, YUMAO, SHEN, HONG

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

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