The Computer Vision Lab (CVL) will provide expertise and general support in methodological developments to help advance the goal of cirqular to improve and automate tasks related to point cloud understanding of dense, high precision, colored point clouds, captured with a NavVis 3D laser scanner. In particular, the CVL will provide assistance in the topic of few-shot learning framework for object recognition.