The present invention relates to a computer-implemented method performed in a server. The method includes: obtaining sensor data pertaining to a scene of a surrounding environment of a vehicle equipped with an automated driving system; obtaining, for a machine learning model configured to perform a task of the automated driving system, an internal representation of the sensor data, wherein the internal representation is formed by inputting the sensor data to the machine learning model and extracting the internal representation from the machine learning model; and generating synthetic sensor data for subsequent comparison with the obtained sensor data, wherein the synthetic sensor data is generated by inputting the internal representation into a generative model trained to generate synthetic sensor data based on internal representations. The present invention further relates to a computer implemented method performed in a vehicle, as well as a server and a vehicle.
COMPUTER IMPLEMENTED METHOD FOR PROVIDING INSIGHT INTO MACHINE LEARNING MODELS
24.04.2025
Patent
Elektronische Ressource
Englisch
IPC: | G06V / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / 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 / G07C TIME OR ATTENDANCE REGISTERS , Zeit- oder Anwesenheitskontrollgeräte |
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