SYSTEM AND METHOD FOR CORONARY DIGITAL SUBTRACTION ANGIOGRAPHY

Patent №

US 8,345,944

Granted

2013-01-01

Filed 2009

Owner

SIEMENS CORPORATE RESEARCH, INC.

+1 more

Lab

AI components

3

ml · vision · planning

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

12509514

A method and system for extracting coronary vessels fluoroscopic image sequences using coronary digital subtraction angiography (DSA) are disclosed. A set of mask images of a coronary region is received, and a sequence of contrast images for the coronary region is received. For each contrast image, vessel regions are detected in the contrast image using learning-based vessel segment detection and a background region of the contrast image is determined based on the detected vessel regions. Background motion is estimated between one of the mask images and the background region of the contrast image by estimating a motion field between the mask image and the background image and performing covariance-based filtering over the estimated motion field. The mask image is then warped based on the estimated background motion to generate an estimated background layer. The estimated background layer is subtracted from the contrast image to extract a coronary vessel layer for the contrast image.

Machine learningVisionPlanningG06T 7/0014G06T 7/194G06V 10/28G06T 2207/20076G06T 2207/20081G06T 2207/30101G06V 40/14

AI classification

Vision1.00
Machine learning1.00
Planning0.76
Knowledge representation0.12
AI hardware0.04
Natural language0.00
Speech0.00
Evolutionary computation0.00

Ownership

SIEMENS CORPORATE RESEARCH, INC.

assignment · 232120787

SIEMENS AKTIENGESELLSCHAFT

assignment · 232120866

Assignors

PRUMMER, SIMONE, OSTERMEIER, MARTIN

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

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