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Responsible AI at the edge: towards privacy-preserving smart cities

Authors Luca Zanella, Yiming Wang, Nicola Dall’Asen, Alberto Ancilotto, Francesco Paissan, Elisa Ricci, Elisabetta Farella, Alessio Brutti and Marco Pistore
Title Responsible AI at the edge: towards privacy-preserving smart cities
Abstract With the massive amount of data produced by ambient environmental sensors, many AI-based solutions are emerging to support new smart cities’ applications. However, these data may contain sensitive personal information, calling for responsible AI solutions.
FBK proposes a privacy-preserving subsystem with a set of technological components that enable responsible AI and prevent unauthorised usage of personal data at the data storage and during data transmission under the context of Smart Cities. We demonstrate the proposed solution under an EU project MARVEL, where both video and audio anonymisation components are deployed at the edge level, enabled by a model compression component for complexity reduction. We discuss each component’s technical challenges, current progress, and future directions.
ISBN Ν/Α
Conference Ital-IA 2022 Convegno del Laboratorio nazionale CINI-AIIS
Date 9-10-11/02/2022
Location virtual
Year of Publication, Publisher 2022
Url https://zenodo.org/record/5960431#.YgC6z-pBy3B
DOI DOI
   
   

Key Facts

  • Project Coordinator: Dr. Sotiris Ioannidis
  • Institution: Foundation for Research and Technology Hellas (FORTH)
  • E-mail: marvel-info@marvel-project.eu 
  • Start: 01.01.2021
  • Duration: 36 months
  • Participating Organisations: 17
  • Number of countries: 12

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Funding

eu FLAG

This project has received funding from the European Union’s Horizon 2020 Research and Innovation program under grant agreement No 957337. The website reflects only the view of the author(s) and the Commission is not responsible for any use that may be made of the information it contains.