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A Computer Vision Approach to Evaluating Crosswalk Safety for Vulnerable Road Users Cover

A Computer Vision Approach to Evaluating Crosswalk Safety for Vulnerable Road Users

Open Access
|Feb 2026

References

  1. Ahsan, M. J., Abdel-Aty, M., Anwari, N. (2024) Vehicle-pedestrian near miss analysis at signalized mid-block crossings. Journal of Safety Research, 91, 68–84. DOI:10.1016/j.jsr.2024.08.006.
  2. Almodfer, R., Xiong, S., Fang, Z., Kong, X., Zheng, S. (2015) Quantitative analysis of lane-based pedestrian-vehicle conflict at a non-signalized marked crosswalk. Transportation Research, Part F. Traffic Psychology and Behaviour, 42, 468–478. DOI: 10.1016/j.trf.2015.07.004.
  3. Alogaili, A., Mannering, F. (2021) Differences between day and night pedestrian-injury severities: Accounting for temporal and unobserved effects in prediction. Analytic Methods in Accident Research, 33, 100201. DOI:10.1016/j.amar.2021.100201.
  4. Anagnostopoulos, A. (2023) Research on the criteria and parameters in order to improve roundabout geometric design by applying statistical methods, machine learning techniques, and utilizing UAVs [Doctoral dissertation, Aristotle University of Thessaloniki]. DOI:10.12681/eadd/54618.
  5. Anagnostopoulos, A., Kehagia, F. (2021) Utilizing UAVs technology on microscopic traffic naturalistic data acquirement. Infrastructures, 6(6), 89. DOI:10.3390/infrastructures6060089.
  6. Ang, A., Christensen, P., Vieira, R. (2020) Should congested cities reduce their speed limits? Evidence from São Paulo, Brazil. Journal of Public Economics, 184, 104155. DOI:10.1016/j.jpubeco.2020.104155.
  7. Esmaili, A., Aghabayk, K., Parishad, N., Stephens, A. N. (2021) Investigating the interaction between pedestrian behaviors and crashes through validation of a pedestrian behavior questionnaire (PBQ). Accident Analysis & Prevention, 153, 106050. DOI:10.1016/j.aap.2021.106050.
  8. European Commission (EC). (2020) Next steps towards ‘ Vision Zero ’ – EU road safety policy framework 2021 – 2030. Directorate-General for Mobility and Transport. Publications Office of the European Union. Available at: https://data.europa.eu/doi/10.2832/391271.
  9. European Commission (EC). (2022) EU road safety – Towards “ Vision Zero”. European Climate, Infrastructure and Environment Executive Agency. Publications Office of the European Union. Available at: https://data.europa.eu/doi/10.2840/701809.
  10. Gagliardi, V., Ferrante, C., Bella, F. (2024) Safety assessment of pedestrian-vehicle interaction at signalized intersections: An observational study. Journal of Transportation Safety & Security, 16(10), 1212–1235. DOI:10.1080/19439962.2023.2300280.
  11. GoodVision. (2025) GoodVision video insights. Available at: https://goodvisionlive.com/goodvision-video-insights/.
  12. Hasanpour, M., Persaud, B., Milligan, C. (2025) Integrating traffic conflict frequency and severity indicators to estimate pedestrian safety performance functions for signalized intersections. Transportation Research Record Journal of the Transportation Research Board. DOI:10.1177/03611981241302331.
  13. Hellenic Statistical Authority (HSA). (2025) Yearly road traffic accidents. Available at: https://www.statistics.gr/en/statistics/-/publication/SDT04.
  14. Li, P., Guo, H., Bao, S., Kusari, A. (2023) A probabilistic framework for estimating the risk of Pedestrian-Vehicle conflicts at intersections. IEEE Transactions on Intelligent Transportation Systems, 24(12), 14111–14120. DOI:10.1109/tits.2023.3296567.
  15. Lin, P., Guo, R., Bialkowska-Jelinska, E., Kourtellis, A., Zhang, Y. (2019) Development of countermeasures to effectively improve pedestrian safety in low-income areas. Journal of Traffic and Transportation Engineering (English Edition), 6(2), 162–174. DOI:10.1016/j.jtte.2019.02.001.
  16. Patel, D., Hosseini, P., Jalayer, M. (2023) A framework for proactive safety evaluation of intersection using surrogate safety measures and non-compliance behavior. Accident Analysis & Prevention, 192, 107264. DOI:10.1016/j.aap.2023.107264.
  17. Paul, M., Ghosh, I. (2019) Post encroachment time threshold identification for right-turn related crashes at unsignalized intersections on intercity highways under mixed traffic. International Journal of Injury Control and Safety Promotion, 27(2), 121–135. DOI:10.1080/17457300.2019.1669666.
  18. Tao, A., Liang, Q., Kuai, P., Ding, T. (2021) The influence of urban sprawl on air pollution and the mediating effect of vehicle ownership. Processes, 9(8), 1261. DOI:10.3390/pr9081261.
  19. World Health Organization (WHO). (2023) Global status report on road safety 2023. World Health Organization. Available at: https://www.who.int/publications/i/item/9789240086517.
  20. Zhang, C., Zhou, B., Chen, G., Chen, F. (2017) Quantitative analysis of pedestrian safety at uncontrolled multi-lane mid-block crosswalks in China. Accident Analysis & Prevention, 108, 19–26. DOI:10.1016/j.aap.2017.08.018.
  21. Zhang, G., Jin, J., Chang, F., Huang, H. (2024) Real-time traffic conflict prediction at signalized intersections using vehicle trajectory data and deep learning. International Journal of Transportation Science and Technology. DOI:10.1016/j.ijtst.2024.10.009.
  22. Zhang, S., Abdel-Aty, M. (2022) Real-time pedestrian conflict prediction model at the signal cycle level using machine learning models. IEEE Open Journal of Intelligent Transportation Systems, 3, 176–186. DOI:10.1109/ojits.2022.3155126.
  23. Zhang, S., Abdel-Aty, M., Cai, Q., Li, P., Ugan, J. (2020) Prediction of pedestrian-vehicle conflicts at signalized intersections based on long short-term memory neural network. Accident Analysis & Prevention, 148, 105799. DOI:10.1016/j.aap.2020.105799.
DOI: https://doi.org/10.2478/ttj-2026-0001 | Journal eISSN: 1407-6179 | Journal ISSN: 1407-6160
Language: English
Page range: 1 - 10
Published on: Feb 21, 2026
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2026 Apostolos Anagnostopoulos, Leonidas Bakouros, Fotini Kehagia, published by Transport and Telecommunication Institute
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.