Малых Валентин Андреевич

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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

Статья

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

Статья

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

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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

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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

Статья

Malykh V. Iterative Self-training for Code Generation via Reinforced Re-ranking. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 2025. Vol. 15574. pp. 229-236.

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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

Статья

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

Статья

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

Статья

Dziuba M., Malykh V. StRuCom: A Novel Dataset of Structured Code Comments in Russian. The 63nd Annual Meeting of the Association for Computational Linguistics. 2025. Vol. 4.. doi: 10.18653/v1/2025.acl-srw.34

Статья

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

Статья

Borisov M., Kozhirbayev Z., Malykh V. Low-resource Machine Translation for Code-switched Kazakh-Russian Language Pair. Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 4: Student Research Workshop). 2025. pp. 66–76.

Статья

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

Статья

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

Статья

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

Статья

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

Статья

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. in press?.

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Tikhonov P.A., Ianina A.O., Malykh V.A. Sumhis: extractive summarization exploiting hidden structure. Труды Института системного программирования РАН. 2025. Vol. 37. No. 3. pp. 237-250.. doi: 10.15514/ISPRAS-2025-37(3)-17

Статья

Liutova D., Malykh V., Liao S. Cross-Language Summarization in Russian and Chinese Using the Reinforcement Learning. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 2024. Vol. 15419. pp. 179-192.. doi: https://doi.org/10.1007/978-3-031-88036-0

Статья

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

Статья

Малых В.А. Searching by Code: a New SearchBySnippet Dataset and SnippeR Retrieval Model for Searching by Code Snippets. Computation and Language (cs.CL); Software Engineering (cs.SE). 2024. pp. 14472–14477.. doi: https://doi.org/10.48550/arXiv.2305.11625

Статья

Prisiazhniuk A., Malykh V. User Review Summarization in Russian. Communications in Computer and Information Science. 2024. Vol. 1905. pp. 81-95.. doi: 10.1007/978-3-031-67008-4_7

Статья

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

Статья

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

Статья

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.

Статья

Малых В.А. Лауреаты Нобелевской премии по физике 2024 года – Джон Хопфилд и Джеффри Хинтон. Природа. 2024. № 12(1312). С. 36-42.. doi: 10.7868/S0032874X24120053

Статья

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

Статья

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

Статья

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

Статья

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

Статья

Малых В.А. Ad astra or astray: Exploring linguistic knowledge of multilingual BERT through NLI task. Natural Language Engineering. 2023. Vol. 29. pp. 554-583.. doi: 10.1017/S1351324922000225

Статья

Razzhigaev A., Salnikov M., Malykh V., Braslavski P., Panchenko A. A system for answering simple questions in multiple languages. 61st Annual Meeting of the Association for Computational Linguistics. 2023. Vol. 3. pp. 524-537.. doi: 10.18653/v1/2023.acl-demo.51

Статья

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

Статья

Малых В.А. Language-agnostic pretraining with cross-lingual alignment. SIGIR '23: Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval. 2023. pp. 2098-2102.

Статья

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

Статья

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

Статья

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

Статья

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

Статья

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

Статья

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.. doi: 10.1007/978-3-030-72610-2_19

Статья

Samarin A., Malykh V. Worm-like image descriptor for signboard classification. CEUR Workshop Proceedings. 2020. Vol. 2691. pp. 30-33.

Статья

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.. doi: 10.1007/978-3-030-57672-1_10

Статья

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.. doi: 10.14357/20790279200102

Статья

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

Статья

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.. doi: 10.1007/978-3-030-37334-4_16