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AI-based CCAM: Trustworthy, Explainable, and Accountable

CORDIS bietet Links zu öffentlichen Ergebnissen und Veröffentlichungen von HORIZONT-Projekten.

Links zu Ergebnissen und Veröffentlichungen von RP7-Projekten sowie Links zu einigen Typen spezifischer Ergebnisse wie Datensätzen und Software werden dynamisch von OpenAIRE abgerufen.

Leistungen

Methodology for explainable, trustworthy and human centric AI based system and function development

[T1.1-3] This deliverable will materialize the AITHENA methodology into a reference report to include definition of KPI related to trusted AI features (see GO-8).

Report on initial AI algorithm development

[T3.2-5] This report covers the initial AI algorithm developments including their initial feature validation according to the specified requirements and specifications.

Report on initial use case evaluation

[T5.2-4] This report covers the initial demonstrator validation and evaluation of the demonstrators against the specified requirements and specifications.

Privacy-preserving methods

[T2.3] This deliverable will report the designed privacy-preserving methods for application of GDPR-compliant ML.

Life-cycle management framework for ML models

[T3.1] This report covers the designed AI-framework used for the development and life-cycle assessment of individual ML algorithms.

User group needs report and technical use case definition

[T1.4] This deliverable reports the action taken to identify user groups and gather from them requirements to detail the AITHENA use cases

Initial communication, dissemination and standardisation plan

T613 Initial strategy for AITHENA based on an initial market and stakeholder analysis

Testing and evaluation methodology for AI-driven CCAM systems

[T5.1] This report outlines a joint testing and evaluation methodology for AI-driven CCAM systems to be applied in the corresponding use cases of task 5.2 to task 5.4.

Updated communication, dissemination and standardisation plan

Update of the communication, dissemination and standardisation plan

Veröffentlichungen

Runtime Safety Assurance of Autonomous Vehicles

Autoren: A. Forrai (Siemens Industry Software Netherlands B.V.), V. Neelgundmath, K.K. Unni, I. Barosan (Eindhoven University of Technology)
Veröffentlicht in: Proceedings: 2023 7th International Conference on System Reliability and Safety (ICSRS), 2023, ISSN 1272-4017
Herausgeber: Zenodo
DOI: 10.5281/zenodo.12724017

Digital twin for synthetic data generation – application for automated driving systems

Autoren: Hassan Hotait (HAN – University of Applied Sciences), Alexandru Forrai (Siemens Industry Software Netherlands B.V.)
Veröffentlicht in: Product solutions paper: 22nd Driving Simulation & Virtual Reality Conference, 2023, ISSN 1272-3883
Herausgeber: Zenodo
DOI: 10.5281/zenodo.12723882

An Evaluation of Time-triggered Scheduling in the Linux Kernel

Autoren: Paraskevas Karachatzis, Jan Ruh, Silviu S. Craciunas (TTTech Computertechnik AG, Vienna, Austria)
Veröffentlicht in: RTNS '23: Proceedings of the 31st International Conference on Real-Time Networks and Systems, 2023, ISBN 9781450399838
Herausgeber: ACM
DOI: 10.1145/3575757.3593660

Explainable Multi-Camera 3D Object Detection with Transformer-Based Saliency Maps

Autoren: Beemelmanns, Till; Zahr, Wassim; Eckstein, Lutz
Veröffentlicht in: Machine Learning for Autonomous Driving Workshop 2023 (NeurIPS), 2023, ISSN 2331-8422
Herausgeber: ML4AD/arXiv
DOI: 10.48550/arxiv.2312.14606

Trustworthiness Assurance Assessment for High-Risk AI-Based Systems

Autoren: Georg Stettinger (Infineon Technologies AG); Patrick Weissensteiner (Virtual Vehicle Research GmbH); Siddartha Khastgir (International Manufacturing Centre, The University of Warwick)
Veröffentlicht in: IEEE Access, Ausgabe Volume: 12, 2024, ISSN 2169-3536
Herausgeber: IEEE
DOI: 10.1109/ACCESS.2024.3364387

WebLabel: OpenLABEL-compliant multi-sensor labelling

Autoren: Itziar Urbieta, Andoni Mujika, Gonzalo Piérola, Eider Irigoyen, Marcos Nieto, Estibaliz Loyo, Naiara Aginako
Veröffentlicht in: Multimedia Tools and Applications, Ausgabe Volume 83, 2023, ISSN 2213-7793
Herausgeber: Springer
DOI: 10.1007/s11042-023-16664-4

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