Intelligent Medical Image Landmark Detection

Patent №

US 9,569,736

Granted

2017-02-14

Filed 2016

Owner

SIEMENS MEDICAL SOLUTIONS USA, INC.

+2 more

Lab

AI components

5

ml · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

15160699

Intelligent image parsing for anatomical landmarks and/or organs detection and/or segmentation is provided. A state space of an artificial agent is specified for discrete portions of a test image. A set of actions is determined, each specifying a possible change in a parametric space with respect to the test image. A reward system is established based on applying each action of the set of actions and based on at least one target state. The artificial agent learns an optimal action-value function approximator specifying the behavior of the artificial agent to maximize a cumulative future reward value of the reward system. The behavior of the artificial agent is a sequence of actions moving the agent towards at least one target state. The learned artificial agent is applied on a test image to automatically parse image content.

Machine learningVisionKnowledge representationPlanningAI hardwareA61B 8/0883A61B 5/7264A61B 6/032A61B 8/4416G06F 18/2111G06F 18/24G06N 3/006G06N 3/045+21 more

AI classification

Vision1.00
Machine learning1.00
Planning1.00
AI hardware1.00
Knowledge representation1.00
Evolutionary computation0.20
Natural language0.01
Speech0.00

Ownership

SIEMENS MEDICAL SOLUTIONS USA, INC.

assignment · 390380494

FRIEDRICH-ALEXANDER-UNIVERSITAT ERLANGEN-NURNBERG

assignment · 403990415

SIEMENS HEALTHCARE GMBH

assignment · 404910902

Assignors

COMANICIU, DORIN, GEORGESCU, BOGDAN, GHESU, FLORIN CHRISTIAN, MANSI, TOMMASO

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

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