Is My Driver Observation Model Overconfident? Input-Guided Calibration Networks for Reliable and Interpretable Confidence Estimates

Author:

Roitberg Alina1ORCID,Peng Kunyu1ORCID,Schneider David1,Yang Kailun1ORCID,Koulakis Marios1ORCID,Martinez Manuel1ORCID,Stiefelhagen Rainer1

Affiliation:

1. Institute for Anthropomatics and Robotics, Karlsruhe Institute of Technology, Karlsruhe, Germany

Funder

Competence Center Karlsruhe for AI Systems Engineering

Ministry of Economic Affairs, Labour and Housing Baden-Württemberg

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Computer Science Applications,Mechanical Engineering,Automotive Engineering

Reference86 articles.

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4. Towards Transparent Systems: Semantic Characterization of Failure Modes

5. A tutorial on calibration measurements and calibration models for clinical prediction models

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