CPC G06T 7/70 (2017.01) [G06T 2207/30204 (2013.01)] | 20 Claims |
1. An apparatus for training a model to determine a three dimensional (3D) position and orientation of a fiducial marker, the apparatus comprising:
a wider field-of-view sensor configured to acquire a static image of a space in which the fiducial marker is disposed;
a narrower field-of-view sensor configured to acquire a plurality of images of at least a portion of the fiducial marker;
a pan-tilt unit configured to support the narrower field-of-view sensor and to controllably alter a pan angle and a tilt angle at which the narrower field-of-view sensor is positioned relative to the fiducial marker such that the narrower field-of-view sensor is configured to acquire images of the fiducial marker at different pan and tilt angles; and
a control system configured to determine a transformation of position and orientation information determined from the images acquired by the narrower field-of-view sensor to a coordinate system for the space for which the static image is acquired by the wider field-of-view sensor, wherein the control system is configured to determine the transformation by determining model parameters to minimize a loss function defining an error metric between a position and orientation of the fiducial marker in a coordinate system for the space for which the static image is acquired by the wider field-of-view sensor and in a local coordinate system of the narrower field-of-view sensor.
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