Abstract: A system and method are provided for training a machine learning system. In an embodiment, the system generates a three-dimensional model of an environment using a video sequence that includes individual frames taken from a variety of perspectives and environmental conditions. An object in the environment is identified and labeled, in some examples, by an operator, and a three-dimensional model of the object is created. Training data for the machine learning system is created by applying the label to the individual video frames of the video sequence, or by applying a rendering of the three-dimensional model to additional images or video sequences.

Abstract: A system and method are provided for training a machine learning system. In an embodiment, the system generates a three-dimensional model of an environment using a video sequence that includes individual frames taken from a variety of perspectives and environmental conditions. An object in the environment is identified and labeled, in some examples, by an operator, and a three-dimensional model of the object is created. Training data for the machine learning system is created by applying the label to the individual video frames of the video sequence, or by applying a rendering of the three-dimensional model to additional images or video sequences.