The invention provides methods and systems for combining tracks of objects identified by a vehicle 102. The method comprises: detecting first 515 and second 525 track segments, and their associated quality scores; determining a stitching score between the first and second track segments; and, in response to the track segment quality scores satisfying a quality threshold and the stitching score also satisfying a threshold, combining the first and second track segments to form a single track segment representative of an object exterior to a vehicle. The methods could also employ track cleaning of tracks using a machine learning model based on neural networks. Claims are also included for generating a training data set by dividing a known single track, and for subsequently training a machine learning model. The invention could find application in autonomous vehicles (AV) where segmented tracks from the same road users and false tracks 545 can cause AVs to make incorrect navigation decisions.
Track segment cleaning of tracked objects
2023-11-08
Patent
Electronic Resource
English
IPC: | G06V / B60W CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION , Gemeinsame Steuerung oder Regelung von Fahrzeug-Unteraggregaten verschiedenen Typs oder verschiedener Funktion / G06T Bilddatenverarbeitung oder Bilddatenerzeugung allgemein , IMAGE DATA PROCESSING OR GENERATION, IN GENERAL |
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