Systems and methods are disclosed that relate to object detection and to generating detected object representations. Sensor data corresponding to a scene may be obtained that may represent one or more objects. An output may be generated based at least on the sensor data, where the output may represent the one or more objects and may include respective predicted 3D characteristics of the one or more objects.