REFINED SEGMENTATION OF NODULES FOR COMPUTER ASSISTED DIAGNOSIS

Patent №

US 7,995,809

Granted

2011-08-09

Filed 2006

Owner

SIEMENS CORPORATE RESEARCH, INC.

+1 more

Lab

AI components

2

vision · planning

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

11396854

By testing for nodule segmentation errors based on the scan data, juxtapleural cases are identified. Once identified, the scan data or subsequent estimation may be altered to account for adjacent rib, tissue, vessel or other structure effecting segmentation. One alteration is to shape a filter as a function of the scan data. For example, an originally estimated ellipsoid for the nodule segmentation defines the filter. The filter is used to identify the undesired information, and masking removes the undesired information for subsequent estimation of the nodule segmentation. Another possible alteration biases the subsequent estimation away from the incorrect information, such as the rib, tissue or vessel information influencing the original estimation. For example, a negative prior or probability is assigned to data corresponding to the originally estimated segmentation for the subsequent estimation.

VisionPlanningG06T 7/155G06T 7/12G06T 7/149G06T 2207/10081G06T 2207/20008G06T 2207/20116G06T 2207/30064

AI classification

Vision1.00
Planning0.77
Machine learning0.31
Natural language0.01
Evolutionary computation0.00
AI hardware0.00
Speech0.00
Knowledge representation0.00

Ownership

SIEMENS CORPORATE RESEARCH, INC.

assignment · 181280455

SIEMENS MEDICAL SOLUTIONS USA, INC.

assignment · 181280488

Assignors

KRISHNAN, ARUN

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

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