Научные руководители
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Михайлова Елена Георгиевнакандидат физико-математических наук, доцент e.mikhailova@itmo.ru Структурное подразделение: высшая школа цифровой культуры Должность: директор Структурное подразделение: высшая школа цифровой культуры Должность: доцент (квалификационная категория "ординарный доцент") Профиль: 2.3.1. - Системный анализ, управление и обработка информации, статистика 1.2.1. - Искусственный интеллект и машинное обучение Область интересов: Машинное обучение Компьютерное зрение NLP / Системный анализ, управление и обработка информации, статистика Рабочий язык: Русский |
Публикации руководителя
| Выходные данные | Год | Индексирование в БД |
| Samarin A., Savelev A., Toropov A., Dzestelova A., Motyko A., Dozortseva A., Kotenko E., Mikhailova E., Malykh V. Efficient Detection of Small-Scale Microorganisms in Microscopic Photography//Communications in Computer and Information Science, 2026, Vol. 2364, pp. 125-137 | 2026 | Scopus, Web of Science |
| Samarin A., Toropov A., Savelev A., Nazarenko A., Motyko A., Kotenko E., Dozorceva A., Dzestelova A., Mikhailova E., Malykh V. Automated Feature Engineering-Based Approach for Micrococci Microscopic Image Classification and Taxonomic Characteristics Determination//Pattern Recognition and Image Analysis (Advances in Mathematical Theory and Applications), 2025, Vol. 35, No. 2, pp. 148–158 | 2025 | RSCI, Scopus, Web of Science, Белый список, ВАК, РИНЦ |
| Samarin A., Toropov A., Mamaeva A., Savelev A., Kotenko E., Nazarenko A., Dozortseva A., Motyko A., Mikhailova E., Narova G., Malykh V., Babina S. Automated Wildlife Detection in Protected Areas with Camera Traps and Deep Learning//Ural-Siberian Conference on Biomedical Engineering, Radioelectronics and Information Technology, USBEREIT 2025, 2025, pp. 263-267 | 2025 | Scopus, Web of Science |
| Samarin A., Toropov A., Savelev A., Motyko A., Kotenko E., Dzestelova A., Mikhailova E., Malykh V. ADSAR: Advanced Dual-Stream Attention and Reweighting for Small Object Detection//Pattern Recognition and Image Analysis (Advances in Mathematical Theory and Applications), 2025, Vol. 35, No. 2, pp. 211–218 | 2025 | RSCI, Scopus, Web of Science, Белый список, ВАК, РИНЦ |
| Samarin A., Toropov A., Savelev A., Dozortseva A., Motyko A., Kotenko E., Nazarenko A., Dzestelova A., Mikhailova E., Malykh V. Filter-Based Preprocessing Neural Network Model for Microorganism Detection Improvement//Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2025, Vol. 15616, pp. 308–320 | 2025 | Scopus, Web of Science |
| Samarin A., Savelev A., Toropov A., Dzestelova A., Motyko A., Kotenko E., Mikhailova E., Malykh V. Modified Attention Block for Detecting Cars at a Great Distance//Studies in Computational Intelligence, 2025, Vol. 1179, pp. 133-146 | 2025 | Scopus, Web of Science |
| Samarin A., Toropov A., Kotenko E., Nazarenko A., Mikhailova E., Malykh V., Savelev A., Motyko A. Specialized Image Descriptors Adaptation for Generated Images Recognition//Proceedings of the 37th Conference of Open Innovations Association FRUCT, 2025, pp. 278-284 | 2025 | Scopus, Web of Science |
| Samarin A., Toropov A., Kotenko E., Nazarenko A., Mikhailova E., Malykh V., Savelev A., Motyko A. Lightweight Image Pre-processing Model for Improving Segmentation of Infrared Human Eye Images//Proceedings of the 37th Conference of Open Innovations Association FRUCT, 2025, pp. 271-277 | 2025 | Scopus, Web of Science |
| Samarin A., Toropov A., Savelev A., Kotenko E., Nazarenko A., Motyko A., Dzestelova A., Mikhailova E., Dozortseva A., Malykh V. Custom Descriptors Applications for Endoscopy Images Classification//Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2025, Vol. 15616, pp. 321-332 | 2025 | Scopus, Web of Science |
| Samarin A., Savelev A., Toropov A., Dozortseva A., Kotenko E., Nazarenko A., Motyko A., Narova G., Mikhailova E., Malykh V. Automation of Multi-Class Microscopy Image Classification Based on the Microorganisms Taxonomic Features Extraction//Journal of Imaging, 2025, Vol. 11, No. 6, pp. 201 | 2025 | Scopus, Web of Science, Белый список |
| Samarin A., Toropov A., Savelev A., Nazarenko A., Motyko A., Mikhailova E., Kotenko E., Dzestelova A., Malykh V. Modernized Nonlocal Blocks for Infrared Camera Image Segmentation of the Human Eye//Pattern Recognition and Image Analysis (Advances in Mathematical Theory and Applications), 2025, Vol. 35, No. 2, pp. 169-178 | 2025 | RSCI, Scopus, Web of Science, Белый список, ВАК, РИНЦ |
| Samarin A., Toropov A., Dzestelova A., Nazarenko A., Kotenko E., Mikhailova E., Savelev A., Motyko A. Specialized Non-local Blocks for Recognizing Tumors on Computed Tomography Snapshots of Human Lungs//Proceedings of the 35th Conference of Open Innovations Association FRUCT, 2024, pp. 659-664 | 2024 | Scopus, Web of Science |
| Мамаева А.С., Михайлова Е.Г. Предиктивная диагностика поверхностных повреждений ветрогенераторов с использованием моделей глубокого обучения // Альманах научных работ молодых ученых Университета ИТМО -2024. - Т. 2. - С. 121-124 | 2024 | РИНЦ |
| Samarin A., Toropov A., Savelev A., Котенко Е., Nazarenko A., Мотыко А., Dzestelova A., Mikhailova E., Дозорцева А., Malykh V. Specialized Image Descriptors Adaptation for Polyp Recognition over Endoscopic Images//Pattern Recognition and Image Analysis (Advances in Mathematical Theory and Applications), 2024, Vol. 34, No. 4, pp. 1053–1060 | 2024 | RSCI, Scopus, Web of Science, Белый список, ВАК, РИНЦ |
| Samarin A., Toropov A., Savelev A., Дозорцева А., Мотыко А., Котенко Е., Nazarenko A., Dzestelova A., Mikhailova E., Malykh V. Lightweight Image Preprocessing Model for Improving Microorganism Detection in Microscopic Scenes//Pattern Recognition and Image Analysis (Advances in Mathematical Theory and Applications), 2024, Vol. 34, No. 4, pp. 1044–1052 | 2024 | RSCI, Scopus, Web of Science, Белый список, ВАК, РИНЦ |
| Samarin A., Nazarenko A., Toropov A., Kotenko E., Dzestelova A., Mikhailova E., Malykh V., Savelev A., Motyko A. Universal Filter-Based Lightweight Image Enhancement Model with Unpaired Learning Mode//Proceedings of the 36th Conference of Open Innovations Association FRUCT, 2024, pp. 711-720 | 2024 | Scopus, Web of Science |
| Samarin A., Mamaeva A., Toropov A., Dzestelova A., Kotenko E., Nazarenko A., Mikhailova E., Malykh V., Savelev A., Motyko A. Wind Turbines Surface Damage Automatic Detection Using YOLOv8 with Specialized Backbone Modification//Proceedings of the 36th Conference of Open Innovations Association FRUCT, 2024, pp. 702-710 | 2024 | Scopus, Web of Science |
| Samarin A., Nazarenko A., Savelev A., Toropov A., Dzestelova A., Mikhailova E., Motyko A., Malykh V. A Model Based on Universal Filters for Image Color Correction//Pattern Recognition and Image Analysis (Advances in Mathematical Theory and Applications), 2024, Vol. 34, No. 3, pp. 844-854 | 2024 | RSCI, Scopus, Web of Science, Белый список, ВАК, РИНЦ |
| Klyuchikov E., Polyntsov M., Chizhov A., Mikhailova E., Chernishev G. Hybrid Materialization in a Disk-Based Column-Store//ACM International Conference Proceeding Series, 2024, pp. 164-172 | 2024 | Scopus, Web of Science |
| Samarin A., Toropov A., Dzestelova A., Nazarenko A., Kotenko E., Mikhailova E., Malykh V., Savelev A., Motyko A., Dozortseva A. AutoML Applications for Bacilli Recognition by Taxonomic Characteristics Determination over Microscopic Images//Proceedings of the 36th Conference of Open Innovations Association FRUCT, 2024, pp. 903-911 | 2024 | Scopus, Web of Science |
| Samarin A., Savelev A., Toropov A., Nazarenko A., Motyko A., Kotenko E., Dozorceva A., Dzestelova A., Mikhailova E., Malykh V. Streptococci Recognition in Microscope Images Using Taxonomy-based Visual Features//Optical Memory and Neural Networks (Information Optics), 2024, Vol. 33, No. Suppl.3, pp. S424–S434 | 2024 | Scopus, Web of Science, Белый список |
| Samarin A., Savelev A., Toropov A., Dzestelova A., Malykh V., Mikhailova E., Motyko A. The Complete Study of the Movement Strategies of Trained Agents for Visual Descriptors of Advertising Signs//Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2023, Vol. 13644, pp. 571-585 | 2023 | Scopus, Web of Science |
| Samarin A., Savelev A., Toropov A., Dzestelova A., Malykh V., Mikhailova E., Motyko A. One-Stage Classifiers Based on U-Net and Autoencoder with Attention for Recognition of Neoplasms from Single-Channel Monochrome Computed Tomography Images//Pattern Recognition and Image Analysis (Advances in Mathematical Theory and Applications), 2023, Vol. 33, No. 2, pp. 132-138 | 2023 | RSCI, Scopus, Web of Science, Белый список, ВАК, РИНЦ |
| Samarin A., Toropov A., Savelev A., Dzestelova A., Malykh V., Mikhailova E., Motyko A. Predictors Based on Convolutional Neural Networks for the Movement Strategy of Trainable Agents for Building Customized Image Descriptors//Pattern Recognition and Image Analysis (Advances in Mathematical Theory and Applications), 2023, Vol. 33, No. 2, pp. 139-146 | 2023 | RSCI, Scopus, Web of Science, Белый список, ВАК, РИНЦ |
| Kiva P., Grafeeva N., Mikhailova E. A machine learning approach to calculating the non-equilibrium diffusion coefficients in the state-to-state solution of the Navier–Stokes equations//Lobachevskii Journal of Mathematics, 2023, Vol. 44, No. 1, pp. 170-177 | 2023 | RSCI, Scopus, Web of Science, Белый список, ВАК, РИНЦ |
| Samarin A., Savelev A., Toropov A., Dzestelova A., Malykh V., Mikhailova E., Motyko A. Prior Segmentation and Attention Based Approach to Neoplasms Recognition by Single-Channel Monochrome Computer Tomography Snapshots//Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2023, Vol. 13644, pp. 561-570 | 2023 | Scopus, Web of Science |
| Samarin A., Savelev A., Toropov A., Dzestelova A., Malykh V., Mikhailova E., Motyko A. Trainable agents movement strategies for advertising sign visual descriptors // Pattern Recognition and Image Analysis (Advances in Mathematical Theory and Applications) -2022. - Т. 32. - № 3. - С. 651-657 | 2022 | RSCI, Scopus, Web of Science, ВАК, РИНЦ |
| Samarin A., Savelev A., Toropov A., Dzestelova A., Malykh V., Mikhailova E., Motyko A. One-staged attention-based neoplasms recognition method for single-channel monochrome Computer Tomography snapshots//Pattern Recognition and Image Analysis (Advances in Mathematical Theory and Applications), 2022, Vol. 32, No. 3, pp. 645-650 | 2022 | RSCI, Scopus, Web of Science, ВАК, РИНЦ |
| Михайлова Е.Г., Сорокина С. Оптимизация гиперпараметров алгоритмов градиентного бустинга // Процессы управления и устойчивость -2021. - Т. 8. - № 1. - С. 326-331 | 2021 | РИНЦ |
| Бекмачева В.О., Михайлова Е.Г., Егорова О.Б. Использование цифровых технологий в управлении качеством работ при разведке залежей нефти и газа // Оборудование и технологии для нефтегазового комплекса -2021. - № 3(123). - С. 33-36 | 2021 | ВАК, РИНЦ |
| Niyazov A., Mikhailova E., Egorova O. Content-based Music Recommendation System//Proceedings of the 29th Conference of Open Innovations Association FRUCT, 2021, pp. 274-279 | 2021 | Scopus, Web of Science |
| Лукина М.В., Егорова О.Б., Бойцев А.А., Михайлова Е.Г., Романов А.А. Технологические особенности создания курсов для онлайн-обучения // Управление образованием: теория и практика -2021. - № 3(43). - С. 78-89 | 2021 | ВАК, РИНЦ |
| Mikhailova E., Boitsev A., Egorova O., Grafeeva N.G., Romanov A., Volchek D. Curriculum for Digital Culture at ITMO University//Advances in Intelligent Systems and Computing, 2020, Vol. 1161 AISC, pp. 235-244 | 2020 | Scopus, Web of Science |
| Grafeeva N.G., Mikhailova E. Detecting public transport passenger movement patterns//Advances in Intelligent Systems and Computing, 2020, Vol. 1160 AISC, pp. 555-563 | 2020 | Scopus, Web of Science |
| Ilinykh S., Grafeeva N.G., Mikhailova E., Egorova O. Segmentation of Magnetic Anomalies in the Conduct of Archaeological Excavations//Advances in Intelligent Systems and Computing, 2019, Vol. 930, pp. 58-67 | 2019 | Scopus, Web of Science |
| Grafeeva N.G., Mikhailova E., Tretyakov I. Quality Analysis of Urban Transit System in Megacities//IFAC-PapersOnLine, 2019, Vol. 52, No. 13, pp. 2566-2571 | 2019 | Scopus, Web of Science |
| Михайлова Е.Г., Шехонин А.А., Елисеева О.В., Егорова О.Б. "Цифровая культура" в университете ИТМО // Современное образование: содержание, технологии, качество [материалы конференции] -2019. - Т. 1. - С. 20-23 | 2019 | РИНЦ |
| Volzhina E., Mikhailova E., Ganshin A. Machine learning methods in weather forecasts//19th International Multidisciplinary Scientific GeoConference, SGEM 2019, 2019, Vol. 19, No. 2.1, pp. 391-398 | 2019 | Scopus |
| Mikhailova N., Mikhailova E., Grafeeva N.G. The Application of Clustering Techniques to Group Archaeological Artifacts//Advances in Intelligent Systems and Computing, 2019, Vol. 930, pp. 50-57 | 2019 | Scopus, Web of Science |
| Sandul M.V., Mikhailova E.G. Keyword extraction from single Russian document//CEUR Workshop Proceedings, 2018, Vol. 2135, pp. 30-36 | 2018 | Scopus |
| Diurdeva P., Mikhailova E. Investigation of text attribution methods based on frequency author profile//Communications in Computer and Information Science, 2018, Vol. 838, pp. 314-327 | 2018 | Scopus, Web of Science |
| Михайлова Е.Г. Блок дисциплин «Цифровая культура» в образовательных программах бакалавриата и магистратуры Университета ИТМО // Современное образование: содержание, технологии, качество [материалы конференции] -2018. - Т. 1. - С. 98-100 | 2018 | РИНЦ |
| Grafeeva N.G., Tretyakov I., Mikhailova E. Quality Analysis of Urban Transit System in St. Petersburg//Advances in Intelligent Systems and Computing, 2018, Vol. 746, pp. 889-898 | 2018 | Scopus, Web of Science |
| Grafeeva N.G., Mikhailova E.G., Pashkova M., Ilinykh S. Magnetometry data processing to detect archaeological sites//18th International Multidisciplinary Scientific GeoConference Surveying Geology and Mining Ecology Management, SGEM-2018, 2017, Vol. 17, No. 21, pp. 393-400 | 2017 | Scopus |
| Grafeeva N.G., Mikhailova E.G., Nogova E., Tretyakov I. Passenger traffic analysis based on St. Petersburg public transport//18th International Multidisciplinary Scientific GeoConference Surveying Geology and Mining Ecology Management, SGEM-2018, 2017, Vol. 17, No. 21, pp. 509-516 | 2017 | Scopus |
| Malkevich S., Markov I., Mikhailova E.G., De Rijke M. Evaluating and analyzing click simulation inweb search//ICTIR 2017 - Proceedings of the 2017 ACM SIGIR International Conference on the Theory of Information Retrieval, 2017, pp. 281-284 | 2017 | Scopus |
| Mikhailova E.G., Diurdeva P., Shalymov D.S. N-Gram Based Approach for Text Authorship Classification: Metric Selection//International Journal of Embedded and Real-Time Communication Systems, 2017, Vol. 8, No. 2, pp. 24-39 | 2017 | Scopus |
| Kozmirchuk A., Kokorev A., Nesterov V., Mikhailova E.G. PostgreSQL service with backup and recovery for cloud foundry//Proceedings of the International FRUCT Conference on Intelligence, Social Media and Web (ISMW FRUCT 2016) (Saint-Petersburg, 28 August-4 September 2016), 2016, pp. 7584766 | 2016 | Scopus, Web of Science |
| Volzhina E., Chudin A., Novikov B., Grafeeva N.G., Mikhailova E.G. Discovering geo-magnetic anomalies: A clustering-based approach//Proceedings of the International FRUCT Conference on Intelligence, Social Media and Web (ISMW FRUCT 2016) (Saint-Petersburg, 28 August-4 September 2016), 2016, pp. 71-77 | 2016 | Scopus, Web of Science |
| Mikhailova V.S., Grafeeva N.G., Mikhailova E.G., Chudin A.V. Magnetometry data processing to detect archaeological sitesPattern Recognition and Image Analysis//Pattern Recognition and Image Analysis (Advances in Mathematical Theory and Applications), 2016, Vol. 26, No. 4, pp. 789-799 | 2016 | Scopus, ВАК, РИНЦ |
| Busarov V., Grafeeva N.G., Mikhailova E.G. The choice of optimal algorithm for frequent itemset mining//Frontiers in Artificial Intelligence and Applications, 2016, Vol. 291, pp. 211-224 | 2016 | Scopus, Web of Science |
| Busarov V., Grafeeva N.G., Mikhailova E.G. A comparative analysis of algorithms for mining frequent itemsets//Communications in Computer and Information Science, 2016, Vol. 615, pp. 136-150 | 2016 | Scopus, Web of Science |
| Diurdeva P., Mikhailova E.G., Shalymov D.S. Writer identification based on letter frequency distribution//Proceedings of the 19th Conference of Open Innovations Association FRUCT, 2016, pp. 7892179 | 2016 | Scopus, Web of Science |
| Dubatovka A., Mikhailova E.G., Zotov M.A., Novikov B. Algorithms for Extracting Mental Activity Phases from Heart Beat Rate Streams//Communications in Computer and Information Science, 2016, Vol. 615, pp. 113-125 | 2016 | Scopus, Web of Science |
| Новиков Б.А., Графеева Н.Г., Михайлова Е.Г. Базы данных: современный пейзаж в исторической перспективе // Компьютерные инструменты в образовании -2016. - № 1. - С. 5-16 | 2016 | ВАК, РИНЦ |
| Новиков Б.А., Графеева Н.Г., Михайлова Е.Г. BIG DATA: новые задачи и современные подходы // Компьютерные инструменты в образовании -2014. - № 4. - С. 10-18 | 2014 | ВАК, РИНЦ |