1. A method for anatomical object detection in a medical image of a patient, comprising: receiving a medical image of a patient including a target anatomical object; and detecting a pose of the target anatomical object in the medical image in a series of marginal parameter spaces of increasing dimensionality using a respective trained deep neural network for each of the marginal search spaces.