SYSTEM AND METHOD FOR TRACKING ANATOMICAL STRUCTURES IN THREE DIMENSIONAL IMAGES

Patent №

US 7,555,151

Granted

2009-06-30

Filed 2005

Owner

SIEMENS CORPORATE RESEARCH, INC.

+1 more

Lab

AI components

1

vision

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

11218018

A system and method for defining and tracking a deformable shape of a candidate anatomical structure wall in a three dimensional (3D) image is disclosed. The shape of the candidate anatomical structure is represented by a plurality of labeled 3D landmark points. At least one 3D landmark point of the deformable shape in an image frame is defined. A 3D cuboid is defined around the detected 3D landmark point. For each landmark point associated with the anatomical structure, its location and location uncertainty matrix is estimated in subsequent frames relative to the reference anatomical structures. A shape model is generated to represent dynamics of the deformable shape in subsequent image frames. The shape model includes statistical information from a training data set of 3D images of representative anatomical structures. The shape model is aligned to the deformable shape of the candidate anatomical structure. The shape model is fused with the deformable shape. A current shape of the candidate anatomical structure is estimated.

VisionA61B 8/463A61B 8/483G06T 7/0016G06T 7/12G06T 7/149G06T 7/246G06T 7/277G06V 10/245+8 more

AI classification

Vision1.00
AI hardware0.11
Machine learning0.07
Evolutionary computation0.04
Planning0.03
Knowledge representation0.01
Speech0.00
Natural language0.00

Ownership

SIEMENS CORPORATE RESEARCH, INC.

assignment · 168530420

SIEMENS HEALTHCARE GMBH

assignment · 513740062

Assignors

XIAO, JING, GEORGESCU, BOGDAN, ZHOU, XIANG, COMANICIU, DORIN

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

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