3rd ACM Computer Science in Cars Symposium (CSCS 2019)


Conference Proceedings Conference Program Keynote Speakers Conference Comittee

FUTURE CHALLENGES IN ARTIFICIAL INTELLIGENCE & SECURITY FOR AUTONOMOUS VEHICLES

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Scope:

Industry, as well as academia, have made great advances working towards an overall vision of fully autonomous driving. Despite the success stories, great challenges still lie ahead of us to make this grand vision come true. On the one hand, future systems have to be yet more capable to perceive, reason and act in complex real-world scenarios. On the other hand, these future systems have to comply with our expectations for robustness, security, and safety.  ACM, as the world’s largest computing society, addresses these challenges with the ACM Computer Science in Cars Symposium. This conference provides a platform for industry and academia to exchange ideas and meet these future challenges jointly. The focus of the 2019 conference lies on AI & Security for Autonomous Vehicles. Contributions centered on these topics are invited.


Topics:

Submission of contributions are invited in (but not limited to) the follow key areas:


Program

08:4509:00 AMOpening
09:0010:00 AMKeynote:
Jörn Eichler (FU Berlin and Volkswagen AG)
10:00 AMBreak
10:3011:30 AMFull Paper Session: AI, Evaluation and Testing
  • Robust Semantic Video Segmentation through Confidence-based Feature Map Warping
    Timo Saemann (Valeo); Karl Amende (Valeo); Stefan Milz (Valeo); Horst-Michael Groß (Ilmenau University of Technology, Neuroinformatics and Cognitive Robotics Lab)
    (pdf)
  • RobustTP: End-to-End Trajectory Prediction for Heterogeneous Road-Agents in Dense Traffic with Noisy Sensor Inputs
    Rohan Chandra (University of Maryland); Uttaran Bhattacharya (University of Maryland, College Park); Christian L. Roncal (University of Maryland); Aniket Bera (The University of North Carolina at Chapel Hill); Dinesh Manocha (University of Maryland, College Park)
    (pdf)
  • Limitations of HIL Test Architectures for Car2X Communication Devices and Applications
    Christina Obermaier (Technische Hochschule Ingolstadt); Raphael Riebl (Technische Hochschule Ingolstadt); Christian Facchi (Technische Hochschule Ingolstadt); Ali Al-Bayatti (De Montfort University); Sarmadullah Khan (De Montfort University)
    (pdf)
11:30Lunch
12:30 PMKeynote:
Bernt Schiele (Max Planck Institute for Informatics)
1:30 PMExtended Abstract Session: Spotlights


  • Toward Preserving User Privacy in Collected Visual Data of Autonomous Cars
    Arghavan Hosseinzadeh (Fraunhofer IESE); Masoud Naderpour (Fraunhofer IESE)
    (pdf)

  • Big Automotive Data Preprocessing: A Three Stages Approach
    Amal Tawakuli (University of Luxembourg ); Daniel Kaiser (University of Luxembourg); Thomas Engel (University of Luxembourg)
    (pdf)

  • Strategies for Safety Goal Decomposition for Neural Networks
    Gesina Schwalbe (Continental Automotive GmbH); Martin Schels (Continental Automotive GmbH)
    (pdf)

  • SDC - Stacked Dilated Convolutions
    René Schuster (DFKI); Oliver Wasenmüller (DFKI); Christian Unger (BMW); Didier Stricker (DFKI)
    (pdf)

  • Scene Coordinate Regression with Point Clouds for RGB Camera Relocalization
    Dehui Lin (German Research Center for Artificial Intelligence (DFKI))
    (pdf)

  • Bayesian Prediction of Future Street Scenes using Synthetic Likelihoods
    Apratim Bhattacharyya (Max Planck Institute for Informatics); Mario Fritz (CISPA Helmholtz Center for Information Security); Bernt Schiele (MPI Informatics)
    (pdf)

  • Model-based Security and Safety Assurance for Automotive Safety Systems
    Sanjana K Biank (Technische Hochschule Ingolstadt); Hans-Joachim Hof (Technical University of Ingolstadt); Werner Huber (Technische Hochsche Ingolstadt); Matthias Meyer (Technische Hochschule Ingolstadt); Thomas Hempen (Technische Hochschule Ingolstadt)
    (pdf)

  • Interpretability Beyond Classification Output: Semantic Bottleneck Networks
    Max M Losch (Max Planck Institute for Informatics); Mario Fritz (CISPA Helmholtz Center for Information Security); Bernt Schiele (MPI Informatics)
    (pdf)

  • Security Test Platform for Autonomous Driving
    Daniel Zelle (Fraunhofer SIT); Roland Rieke (Fraunhofer SIT); Christoph Krauss (Fraunhofer SIT
    (pdf

  • An Overview of the SVIRO Dataset and Benchmark
    Steve Dias Da Cruz (IEE S.A.); Oliver Wasenmüller (DFKI); Hans-Peter Beise (Trier University of Applied Sciences); Thomas Stifter (IEE S.A.); Didier Stricker (DFKI))
    (pdf)

  • Automized Scene Layout Generation
    Alexander Hanel (BIT Technology Solutions GmbH); Karl Leiss (BIT-TS)
    (pdf)

  • Unsupervised Domain Adaptation to Improve Image Segmentation Quality Both in the Source and Target Domain
    Jan-Aike Bolte (Technische Universität Braunschweig); Markus Kamp (Technische Universität Braunschweig); Antonia Breuer (Volkswagen Group Research); Silviu Homoceanu (Volkswagen Group Research); Peter Schlicht (Volkswagen Group Research); Fabian Hüger (Volkswagen Group Research); Daniel Lipinski (Volkswagen Group Research); Tim Fingscheidt ( Technische Universität Braunschweig
    (pdf)

  • Online Map Validation for Autonomous Driving
    Andrea Fabris (BMW AG); Felix Drost (BMW AG); Luca Parolini (BMW AG); Qing Rao (BMW AG); Andreas Rauch (BMW AG); Sebastian Schneider (BMW AG); Sebastian Wagner (Technical University of Munich); Alois Knoll (Technical University of Munich)
    (pdf)

  • An Adaptive Transport Management Approach using Imitation Learning
    Mark Bugeja (University of Malta); Alexiei Dingli (University of Malta); Maria Attard (University of Malta); Dylan Seychell (University of Malta)
    (pdf)

  • Advantages of Physically Based Rendering for Autonomous Driving Validation
    Johannes Günther (Intel Deutschland GmbH); Oliver Grau (Intel Visual Computing Institute); Isha Sharma (Intel); Björn Brücher (Intel Deutschland GmbH))
    (pdf)

  • Towards Corner Cases Identification in Cyclist Trajectories
    Florian Heidecker (University of Kassel); Maarten Bieshaar (University of Kassel); Bernhard Sick (University of Kassel)
    (pdf)

2:30pmBreak & Poster Session (Full Papers & Extended Abstracts)
3:45pmFull Paper Session: Security
  • AVES - Automated Vehicle Safety and Security Analysis Framework
    Giedre Sabaliauskaite (Singapore University of Technology and Design); Lin Shen Liew (Singapore University of Technology and Design); Fengjun Zhou (Singapore University of Technology and Design)
    (pdf)
  • Attribute-Based Credentials in High-Density Platooning
    Christian Zimmermann (Robert Bosch GmbH); Markus Sontowski (TU Dresden); Stefan Köpsell (TU Dresden)
    (pdf)
  • On Threat Analysis and Risk Estimation of Automotive Ransomware
    Nils H. Weiss (University of Applied Sciences Regensburg); Markus Schroetter (University of Applied Sciences Regensburg); Rudolf Hackenberg (University of Applied Sciences Regensburg)
    (pdf)
  • Context-aware Anomaly Detector for Monitoring Cyber Attacks on Automotive CAN Bus
    R Harsha K. Kalutarage (Robert Gordon University); Omar Al-Kadri (Robert Gordon University); Madeline Cheah (HORIBA-MIRA); Garikayi Madzudzo (HORIBA-MIRA)
    (pdf)
4:45pmKeynote: Oliver Wasenmüller (DKFI)
5:15pmPanel Discussion
6:00pmClosing & Get Together

All dates are UTC+1 / CET


Keynote Speakers


Conference Committee

General Chair

Program Chairs


Organizing Committee


Confirmed Program Committee


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