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.
AI classification
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.