User-Guided Shape Morphing in Bone Segmentation for Medical Imaging

Patent №

US 9,710,880

Granted

2017-07-18

Filed 2015

Owner

SIEMENS CORPORATION

+1 more

Lab

AI components

5

ml · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

14610775

A semi-automatic approach is used for user-guided bone segmentation in medical imaging. The user indicates a plurality of landmarks on an image of the bone. A processor morphs the same landmarks on a model of the bone to the user input landmarks on the image, resulting in a transform. This transform is then applied to the model to roughly segment the bone. The user may edit the resulting fit, and the processor then refines the edited fit, such as fitting the bone model to the scan data and avoiding any overlap with other bones. This user-guided segmentation may avoid the need for many samples to train a classifier for a fully automated approach while also avoiding the tedious outlining in a manual approach.

Machine learningVisionKnowledge representationPlanningAI hardwareG06T 3/18A61B 5/7475G06T 7/12G06T 7/149G06T 7/162G06T 12/00G06T 19/20G06T 2200/04+4 more

AI classification

Vision1.00
Machine learning1.00
Planning1.00
AI hardware0.98
Knowledge representation0.70
Natural language0.02
Evolutionary computation0.00
Speech0.00

Ownership

SIEMENS CORPORATION

assignment · 350090348

SIEMENS PRODUCT LIFECYCLE MANAGEMENT SOFTWARE INC.

assignment · 350090412

Assignors

XU, DAGUANG, ZHOU, SHAOHUA KEVIN

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

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