SYSTEM AND METHOD FOR 3D VESSEL SEGMENTATION WITH MINIMAL CUTS

Patent №

US 8,126,232

Granted

2012-02-28

Filed 2009

Owner

SIEMENS CORPORATION

Lab

AI components

2

ml · vision

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

12391501

A method for segmenting tubular structures in digital medical images includes extracting a subregion from a 3-dimensional (3D) digital medical image volume containing a vessel of interest, identifying potential vessel centerpoints for each voxel in the subregion by attaching to each voxel a tip of a 3D cone that is oriented in the direction of the voxel's image gradient and having each voxel within the cone vote for those voxels most likely to belong to a vessel centerline, selecting candidates for a second vote image that are both popular according to a first vote image, as well as being consistently voted upon by a radius image, reconfiguring the subregion as a graph where each voxel is represented by a node that is connected to 26 nearest neighbors by n-link edges, and applying a min-cut algorithm to segment the vessel within the subregion.

Machine learningVisionG06T 7/162G06T 7/11G06T 2207/10072G06T 2207/20044G06T 2207/20168G06T 2207/30101Y10S 128/922

AI classification

Vision1.00
Machine learning0.97
Planning0.29
Evolutionary computation0.02
AI hardware0.00
Speech0.00
Knowledge representation0.00
Natural language0.00

Ownership

SIEMENS CORPORATION

assignment · 233620001

Assignors

O'DONNELL, THOMAS P.

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

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