DOI: 10.18413/2518-1092-2025-10-2-0-7

AUTOMATIC PARSING TRAFFIC ACCIDENTS BASED ON MULTIMODAL DATA ANALYSIS USING ARTIFICIAL INTELLIGENCE TECHNOLOGIES

Oleg Olegovich Basov
Aleksandr Ivanovich Ofiserov

The paper proposes to automate and intellectualize the task of analyzing traffic accidents. To do this, the data presented in different modalities, which is important for analysis, is automatically fed into an intelligent system, where it is interpreted, synchronized in time and space, and combined to make a final decision. The implementation of each of the procedures for the automatic analysis of a traffic accident requires an unambiguous definition of the type, volume and semantics of the information coming from the objects of supervision. The results received in work testify to prospects of the chosen approach to the solution of a problem of automatic analysis of road accidents on the basis of the multimodal analysis of data with use of technologies of artificial intelligence.

Keywords: traffic accident, interpretation, multimodality, automatic parsing, intellectual support of decision-making.

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Basov O.O., Ofitserov A.I. Automatic parsing traffic accidents based on multimodal data analysis using artificial intelligence technologies // Research result. Information technologies. – T. 10, №2, 2025. – P. 69-83. DOI: 10.18413/2518-1092-2025-10-2-0-7

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Goryushinsky V.S., Bichakhchyan A.V., Shatskikh E.V. General principles and features of accident investigation // Bulletin of Modern Research. – № 12.1 (27), 2018. – P. 106-111.
Pinchuk L.V. Some tactical aspects of a detailed inspection of the accident site // Bulletin of the Ryazan Branch of the Moscow University of the Ministry of Internal Affairs of Russia. – № 11, 2017. – P. 55-62.
Atrey P.K., Hossain M.A., Kankanhalli M.S. Multimodal Fusion for Multimedia Analysis: a Survey. Multimedia Systems. – № 16 (6), 2010. – P. 345-379.
Mulenkov D.V. Gorshkov M.M. Recording the fact, course, content and results of the inspection of the scene // Legislation and practice. – № 2 (31), 2013. – P. 10-13.
Favorskaya M.N., Shilov A.S. Algorithms for the implementation of motion assessment in video surveillance systems // Management systems and information technologies. Promising research. – № 3.3 (33), 2008. – P. 408-112
Favorskaya M.N. Segmentation of visual moving objects using three transformations // In the proceedings of the XII International Symposium on Nonparametric Methods in Cybernetics and Systems Analysis, Krasnoyarsk. – 2010. – P. 156-159.
Frolov V.V. Organization of the identification of witnesses and their interrogation during the investigation of an accident // Humanities, socio-economic social sciences. – № 8-9, 2017 – P. 261-264.
Basov O.O., Karpov A.A. Analysis of strategies and methods of combining multimodal information // Information management systems. – № 2, 2015. – P. 7-14.
Bredin H., Chollet G. Audio-visual Speech Synchrony Measure for Talking-Face Identity Verification // Proc. IEEE Intern. Conf. on Acoustics, Speech and Signal Processing, Paris, France. – № 2, 2007. – P. 233-236.
Chetty G., Wagner M. Audio-visual Multimodal Fusion for Biometric Person Authen tication and Liveness Verific ation // Proc. NICTA-HCSNet Multimodal User Interaction Workshop, Sydney, Australia. – 2006. – P. 17-24.
Singh R., Vatsa M., Noore A., Singh S. K. Dempster–Shafer Theory Based Finger Print Classifier Fusion with Update Rule to Minimize Training Time // IEICE Electronics Express. – № 3 (20), 2006. – P. 429-435.
Nefian A.V., et al. Dynamic Bayesian Networks for Audio-visual Speech Recognition // EURASIP Journal on Applied Signal Processing. – № 11, 2002. – P. 1-15.
Ni J., Ma X., Xu L., Wang J. An Image Recognition Method Based on Multiple BP Neural Networks Fusion // Proc. IEEE Intern. Conf. on Information Acquisition. – 2007. – P. 429-435.
Gehrig T., et al. Kalman Filters for Audio-video Source Localization //Proc. IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, Germany. – 2005. – P. 118-121.
Makarova E.A., Lagerev D.G. Model for processing weakly structured text data in Russian for intelligent support of information management in dynamic organizational systems // Models, systems, networks in economics, technology, nature and society. – № 3, 2022. – P. 104-125.
Ofitserov A.I., Safonov D.A. 2023. The Use of Artificial Intelligence in Systems for Ensuring the Integrated Security of a Protected Object // Economy. Informatics. – № 50 (1), 2023. – P. 203-210.

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