Machine Learning-based Adaptive Reconstruction of Video Stream Fragments Taking into Account Scene Dynamics

Nikita Alekseevich DUMKIN; Dmitry Vladimirovich ALEXANDROV; Mikhail Alekseevich PROZORSKIY

Proceedings of the Institute for System Programming of the RAS (Proceedings of ISP RAS)
Trudy Instituta sistemnogo programmirovaniâ

ISSN 2079-8156 (Print)
ISSN 2220-6426 (Online)

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Proceedings of the Institute for System Programming of the RAS (Proceedings of ISP RAS)

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DUMKIN N.A., ALEXANDROV D.V., PROZORSKIY M.A. Machine Learning-based Adaptive Reconstruction of Video Stream Fragments Taking into Account Scene Dynamics. Proceedings of the Institute for System Programming of the RAS (Proceedings of ISP RAS). 2026;38(1):255-274. (In Russ.) https://doi.org/10.15514/ISPRAS-2026-38(1)-17

This work is licensed under a Creative Commons Attribution 4.0 License.

ISSN 2079-8156 (Print)
ISSN 2220-6426 (Online)

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About the Authors

Nikita Alekseevich DUMKIN
National Research University Higher School of Economics
Russian Federation

Lecturer at the National Research University Higher School of Economics (HSE), Faculty of Computer Science, Department of Software Engineering. His academic and professional interests include software engineering, video streaming technologies, machine learning methods, multimedia data processing, and the development of high-performance client-side systems.

Dmitry Vladimirovich ALEXANDROV
National Research University Higher School of Economics
Russian Federation

Dr. Sci. (Tech.), Professor at the Faculty of Computer Science, National Research University Higher School of Economics (HSE), Department of Software Engineering. His research interests include software engineering, distributed and high-load computing systems, software architecture, networking technologies, and methods for improving the reliability and performance of software systems.

Mikhail Alekseevich PROZORSKIY
National Research University Higher School of Economics
Russian Federation

An undergraduate student at the National Research University Higher School of Economics (HSE) majoring in Software Engineering. His academic and professional interests include software development, fundamentals of software engineering, and modern technologies for building information systems.

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Proceedings of the Institute for System Programming of the RAS (Proceedings of ISP RAS)

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