SYSTEM AND METHOD FOR DETECTING AND MATCHING ANATOMICAL STUCTURES USING APPEARANCE AND SHAPE

Patent №

US 7,536,044

Granted

2009-05-19

Filed 2004

Owner

SIEMENS MEDICAL SOLUTIONS USA, INC.

+2 more

Lab

AI components

3

ml · vision · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

10991933

A detection framework that matches anatomical structures using appearance and shape is disclosed. A training set of images are used in which object shapes or structures are annotated in the images. A second training set of images represents negative examples for such shapes and structures, i.e., images containing no such objects or structures. A classification algorithm trained on the training sets is used to detect a structure at its location. The structure is matched to a counterpart in the training set that can provide details about the structure's shape and appearance.

Machine learningVisionAI hardwareG06T 7/12G06F 18/214G06T 7/149G06T 7/251G06V 10/754G06V 10/774G06T 2207/10132G06T 2207/30048

AI classification

Vision1.00
Machine learning1.00
AI hardware0.91
Knowledge representation0.49
Planning0.00
Evolutionary computation0.00
Speech0.00
Natural language0.00

Ownership

SIEMENS MEDICAL SOLUTIONS USA, INC.

assignment · 163750821

SIEMENS CORPORATE RESEARCH INC.

assignment · 164130508

SIEMENS HEALTHCARE GMBH

assignment · 511280749

Assignors

ZHOU, XIANG SEAN, GEORGESCU, BOGDAN, COMANICIU, DORIN

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

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