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.. doi: 10.1007/978-3-031-97019-1_10
Toropov A., Samarin A., Savelev A., Nazarenko A., Котенко Е., Дозорцева А., Мотыко А., Mikhailova E., Egorova O., Malykh V. Specialized Image Descriptors Adaptation for Diplococci Recognition in Microscopic Images. Lecture Notes in Electrical Engineering. 2025. Vol. 1449. pp. 25–36.
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.. doi: 10.1007/978-3-031-87663-9_26
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.. doi: 10.1109/USBEREIT65494.2025.11054101
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.. doi: 10.3390/jimaging11060201
Samarin A., Toropov A., Savelev A. Dual-Stream Attention for Small Object Detection. 2025 International Russian Smart Industry Conference (SmartIndustryCon). 2025. pp. 212-217.. doi: 10.1109/SmartIndustryCon65166.2025.10986170
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.. doi: 10.1007/978-3-031-80463-2_13
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.. doi: 10.23919/FRUCT65909.2025.11008221
Samarin A., Savelev A., Toropov A., Dozortseva A., Kotenko E., Nazarenko A., Motyko A., Narova G., Mikhailova E., Malykh V. Non-Contrast Brain CT Images Segmentation Enhancement: Lightweight Pre-Processing Model for Ultra-Early Ischemic Lesion Recognition and Segmentation. Journal of Imaging. 2025. Vol. 11. No. 10. pp. 359.. doi: 10.3390/jimaging11100359
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.. doi: 10.1134/S1054661825700099
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.. doi: 10.1134/S1054661825700129
Toropov A., Samarin A., Savelev A., Nazarenko A., Котенко Е., Мотыко А., Mikhailova E., Malykh V. Enhanced Non-Local Blocks for Bacilli Segmentation over Microscopic Images. Studies in Computational Intelligence. 2025. Vol. 1241. pp. 34–46.. doi: https://doi.org/10.1007/978-3-032-07690-8_4
Самарин А.В., Савельев А.Г., Мотыко А.А., Обухова Н.А., Савельева О., Сигаева Ю.С. АВТОМАТИЧЕСКАЯ СЕГМЕНТАЦИЯ МЕТАПЛАЗИИ В ЭНДОСКОПИЧЕСКОЙ СИСТЕМЕ ПОДДЕРЖКИ ПРИНЯТИЯ РЕШЕНИЙ. Цифровая обработка сигналов и ее применение. DSPA - 2025: доклады на 27-й Международной конференции. 2025. Т. XXVII. С. 129-134.
Samarin A., Toropov A., Savelev A. Specialized Descriptors Adaptation for Microscopic Image Classification. International Conference on Industrial Engineering, Applications and Manufacturing, ICIEAM 2025. 2025. pp. 713-718.. doi: 10.1109/ICIEAM65163.2025.11028170
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.. doi: 10.1134/S1054661825700075
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.. doi: 10.1007/978-3-031-87663-9_27
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.. doi: 10.23919/FRUCT65909.2025.11008296
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.
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.. doi: 10.23919/FRUCT64283.2024.10749893
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.. doi: 10.3103/S1060992X24700693
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.. doi: 10.1134/S1054661824701098
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.. doi: 10.1134/S1054661824700731
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.. doi: 10.23919/FRUCT61870.2024.10516343
Samarin A., Savelev A., Toropov A., Nazarenko A., Golovatiuk A., Dmitriev P., Dzestelova A., Mikhailova E., Motyko A., Malykh V. Segmentation of the Iris and Pupil of the Human Eye in Images from an Infrared Camera. Pattern Recognition and Image Analysis (Advances in Mathematical Theory and Applications). 2024. Vol. 34. No. 3. pp. 855-862.. doi: 10.1134/S1054661824700743
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.. doi: 10.1134/S1054661824701086
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.. doi: 10.23919/FRUCT64283.2024.10749962
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.. doi: 10.1007/978-3-031-37742-6_44
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.. doi: 10.1134/S105466182302013X
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.. doi: 10.1007/978-3-031-37742-6_45
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.. doi: 10.1134/S1054661823020128
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.. doi: 10.1134/S1054661822030361
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.. doi: 10.1134/S1054661822030373
Shvyrkova A., Fefelov A., Litvinov Y., Chizhova A., Ponomarev E., Lomakin A., Savelev A.G. MIRF 2.0 — a framework for distributed medical images analysis. CEUR Workshop Proceedings. 2020. Vol. 2691. pp. 73-79.
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.. doi: 10.1109/S.A.I.ence50533.2020.9303206
Российская Федерация, Санкт-Петербург