Insufficiency-Driven DNN Error Detection in the Context of SOTIF on Traffic Sign Recognition Use Case

Author:

Hacker Lukas1ORCID,Seewig Jörg2

Affiliation:

1. RD ADAS Software Platform, Mercedes-Benz AG, Sindelfingen, Germany

2. Institute of Measurement and Sensor Technology, Technical University of Kaiserslautern, Kaiserslautern, Germany

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Computer Science Applications,Mechanical Engineering,Automotive Engineering

Cited by 8 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Uncertainty-aware Sensor Data Anomaly Detection for Autonomous Vehicles;2024 IEEE Intelligent Vehicles Symposium (IV);2024-06-02

2. Can you trust your ML metrics? Using Subjective Logic to determine the true contribution of ML metrics for safety;Proceedings of the 39th ACM/SIGAPP Symposium on Applied Computing;2024-04-08

3. Potential sources of sensor data anomalies for autonomous vehicles: An overview from road vehicle safety perspective;Expert Systems with Applications;2024-02

4. A Secure Object Detection Technique for Intelligent Transportation Systems;IEEE Open Journal of Intelligent Transportation Systems;2024

5. Road Traffic Sign Recognition Algorithm Based on Cascade Attention-Modulation Fusion Mechanism;IEEE Transactions on Intelligent Transportation Systems;2024

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