Abstract: An autonomous vehicle navigates an environment in which occlusions block the vehicle's ability to detect moving objects. The vehicle handles this by receiving sensor data corresponding to the environment, identifying one or more particles of a plurality of initialized particles that have a non-zero probability of being associated with a potential occluded actor in the occluded region, and generating a trajectory of the autonomous vehicle for traversing the environment based on spatiotemporal reasoning about the occluded region and taking into account the one or more particles. Each particle may be associated with a potential actor.

Abstract: A robotic system comprising a robotic catheter steerable by a motorized drive system, an imaging device positioned on a distal end of the robotic catheter, and a controller configured to: process one or more images captured by the imaging device to identify an anatomical feature, implanted device, or medical instrument; estimate a location of the imaging device in the body based on the identified anatomical feature, implanted device, or medical instrument; determine, based on the estimated location of the imaging device, a direction in which to steer the robotic catheter for advancement towards an interventional site; and monitor at least one of (i) a stream of images captured by the imaging device and (ii) a force or distance measurement captured by the imaging device or a sensor proximate the imaging device, to adjust the direction in which to steer the robotic catheter during advancement towards the interventional site.