Florin Cristian Ghesu,Bogdan Georgescu,Dominik Neumann,Tommaso Mansi,Dorin Comaniciu,Wen Liu,Shaohua Kevin Zhou
申请号:
US15386856
公开号:
US10096107B2
申请日:
2016.12.21
申请国别(地区):
US
年份:
2018
代理人:
摘要:
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.