Научные руководители
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Самарин Алексей Владимировичкандидат физико-математических наук avsamarin@itmo.ru Структурное подразделение: высшая школа цифровой культуры Должность: доцент (квалификационная категория "ординарный доцент") Структурное подразделение: высшая школа цифровой культуры Должность: инженер-исследователь Профиль: 1.2.1 - Искусственный интеллект и машинное обучение Область интересов: Компьютерное зрение Рабочий язык: Русский |
Публикации руководителя
| Выходные данные | Год | Индексирование в БД |
| 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., 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., 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., 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., 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., 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., 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., 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., 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., 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., 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 | Scopus, Web of Science, Белый список |
| 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., Savelev A., Dozortseva A. Automation of Diplococci Recognition in Microscope Images//2024 International Russian Automation Conference (RusAutoCon), 2024, pp. 558-564 | 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., Savelev A., Toropov A. Symmetry-Localized Non-Local Blocks for Polyp Recognition and Segmentation on Endoscopic Images//2024 International Russian Automation Conference (RusAutoCon), 2024, pp. 331-337 | 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., 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., 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 |
| 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., 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 |
| 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., 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 |
| Tatanov O., Samarin A. LFIEM: Lightweight Filter-based Image Enhancement Model//25th International Conference on Pattern Recognition, ICPR 2020, 2021, pp. 873-878 | 2021 | Scopus, Web of Science |
| Samarin A., Malykh V. Ensemble-Based Commercial Buildings Facades Photographs Classifier//Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2021, Vol. 12602, pp. 257-265 | 2021 | Scopus, Web of Science |
| Samarin A.V., Savelev A.G., Malykh V.A. Two-Staged Self-Attention Based Neural Model For Lung Cancer Recognition//Science and Artificial Intelligence Conference, S.A.I.ence 2020, 2020, pp. 50-53 | 2020 | Scopus |
| Samarin A.V., Malykh V.A., Muravyov S.B. Specialized image descriptors for signboard photographs classification//Communications in Computer and Information Science, 2020, Vol. 1243, pp. 122-129 | 2020 | Scopus, Web of Science |
| Samarin A., Malykh V. Worm-like image descriptor for signboard classification//CEUR Workshop Proceedings, 2020, Vol. 2691, pp. 30-33 | 2020 | Scopus |
| Самарин А.В., Малых В.А., Калайдин П.С. Метод верификации изображений удостоверений личности по ограниченному фрагменту изображения // Труды Института системного анализа Российской Академии Наук -2020. - Т. 70. - № 1. - С. 15-23 | 2020 | ВАК, РИНЦ |
| Malykh V., Samarin A. Combined Advertising Sign Classifier//Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2019, Vol. 11832, pp. 179-185 | 2019 | Scopus, Web of Science |