Open Access

Procedural Generation of High-Definition Road Networks for Autonomous Vehicle Testing and Traffic Simulations

Journal Article
12-06-01-0007
ISSN: 2574-0741, e-ISSN: 2574-075X
Published May 10, 2022 by SAE International in United States
Procedural Generation of High-Definition Road Networks for Autonomous Vehicle Testing and Traffic Simulations
Sector:
Citation: Muktadir, G., Jawad, A., Paranjape, I., Whitehead, J. et al., "Procedural Generation of High-Definition Road Networks for Autonomous Vehicle Testing and Traffic Simulations," SAE Intl. J CAV 6(1):99-120, 2023, https://doi.org/10.4271/12-06-01-0007.
Language: English

References

  1. Bethel , B. , https://www.reddit.com/r/SelfDrivingCars/comments/oxhbit/5_tesla_accidents_in_same_location_in_yosemite/ 2021
  2. Huang , W. , Wang , K. , Lv , Y. , and Zhu , F. Autonomous Vehicles Testing Methods Review Proceedings of 2016 IEEE 19th International Conference on Intelligent Transportation Systems (ITSC) Rio de Janeiro, Brazil 163 168 2016
  3. The Verge https://www.theverge.com/2021/7/6/22565448/waymo_simulation_city_autonomous_vehicle_testing_virtual 2021
  4. The Atlantic https://www.theatlantic.com/technology/archive/2017/08/inside_waymos_secret_testing_and_simulation_facilities/537648/ 2021
  5. RoadRunner https://www.mathworks.com/products/roadrunner.html
  6. Dosovitskiy , A. , Ros , G. , Codevilla , F. , Lopez , A. et al. Carla: An Open Urban Driving Simulator Conference on Robot Learning Mountain View, CA 1 16 2017
  7. Quiter , C. , DeepDrive https://deepdrive.io/ 2021
  8. AirSim https://microsoft.github.io/AirSim/ 2021
  9. Smelik , R.M. , Tutenel , T. , Bidarra , R. , and Benes , B. A Survey on Procedural Modelling for Virtual Worlds Computer Graphics Forum 33 2014 31 50
  10. Greuter , S. , Parker , J. , Stewart , N. , and Leach , G. Real-Time Procedural Generation of Pseudo Infinite’ Cities Proceedings of the 1st international Conference on Computer Graphics and Interactive Techniques in Australasia and South East Asia Dunedin, New Zealand 87 2003
  11. Parish , Y.I. and Müller , P. Procedural Modeling of Cities Proceedings of the 28th Annual Conference on Computer Graphics and Interactive Techniques Boulder, CO 301 308 2001
  12. Lechner , T. , Ren , P. , Watson , B. , Brozefski , C. et al. Procedural Modeling of Urban Land Use ACM SIGGRAPH 2006 Research Posters 135 2006
  13. Chen , G. , Esch , G. , Wonka , P. , Müller , P. et al. Interactive Procedural Street Modeling ACM SIGGRAPH 2008 Papers New York 1 10 2008
  14. McCrae , J.P. and Singh , K. Sketch-Based Path Design Proceedings of Graphics Interface 2009 Kelowna, BC, Canada 95 102 2009
  15. Galin , E. , Peytavie , A. , Guérin , E. , and Beneš , B. Authoring Hierarchical Road Networks Computer Graphics Forum 30 2011 2021 2030
  16. Freiknecht , J. and Effelsberg , W. A Survey on the Procedural Generation of Virtual Worlds Multimodal Technologies and Interaction 1 4 2017 27
  17. Ilangovan , P.K. 2009
  18. Kelly , G. and McCabe , H. Citygen: An Interactive System for Procedural City Generation Fifth International Conference on Game Design and Technology Liverpool, UK 8 16 2007
  19. Kelvin , L.Z. and Anand , B. Procedural Generation of Roads with Conditional Generative Adversarial Networks 2020 IEEE Sixth International Conference on Multimedia Big Data (BigMM) New Delhi, India 277 281 2020
  20. Hartmann , S. , Weinmann , M. , Wessel , R. , and Klein , R. Streetgan: Towards Road Network Synthesis with Generative Adversarial Networks International Conference on Computer Graphics, Visualization and Computer Vision 2017
  21. Guérin , É. , Digne , J. , Galin , E. , Peytavie , A. et al. Interactive Example-Based Terrain Authoring with Conditional Generative Adversarial Networks ACM Transactions on Graphics (TOG) 36 6 2017 1 13
  22. Gambi , A. , Mueller , M. , and Fraser , G. , Automatically Testing Self-Driving Cars with Search-Based Procedural Content Generation Proceedings of the 28th ACM SIGSOFT International Symposium on Software Testing and Analysis Beijing, China 318 328 2019
  23. Li , Q. , Peng , Z. , Zhang , Q. , Qiu , C. et al. 2020
  24. Andersson , M. , Natale , I. , and Tingberg , A. , https://github.com/pyoscx/pyodrx 2022
  25. Becker , D. , Ruß , F. , Geller , C. , and Eckstein , L. Generation of Complex Road Networks Using a Simplified Logical Description for the Validation of Automated Vehicles 2020 IEEE 23rd International Conference on Intelligent Transportation Systems (ITSC) Rhodes, Greece 1 7 2020
  26. Cura , R. , Perret , J. , and Paparoditis , N. Streetgen: In-Base Procedural-Based Road Generation ISPRS Annals of Photogrammetry, Remote Sensing and Spatial Information Sciences La Grande Motte, France II-3/W5 409 416 2015
  27. Despine , G. and Baillard , C. Realistic Road Modelling for Driving Simulators Using GIS Data Advances in Cartography and GIScience 2 Berlin Springer 2011 431 448
  28. Wang , H. , Wu , Y. , Han , X. , Xu , M. et al. Automatic Generation of Large-Scale 3d Road Networks Based on GIS Data Computers & Graphics 96 2021 71 81
  29. Zhang , C. , Li , Y. , Xiang , L. , Jiao , F. et al. Generating Road Networks for Old Downtown Areas Based on Crowd-Sourced Vehicle Trajectories Sensors 21 1 2021 235
  30. ASAM https://www.asam.net/standards/detail/opendrive/ 2021
  31. Smith , G. and Whitehead , J. Analyzing the Expressive Range of a Level Generator Proceedings of the 2010 Workshop on Procedural Content Generation in Games Monterey, CA 1 7 2010
  32. Choi , E.-H. 2010
  33. Knabe , E. https://github.com/esmini/esmini 2022

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