Anastasiia Sokolova
- Research Assistant:HSE Campus in Nizhny Novgorod / Laboratory of Algorithms and Technologies for Networks Analysis (Nizhny Novgorod)
- Postgraduate Student:HSE Campus in Nizhny Novgorod / Faculty of Informatics, Mathematics, and Computer Science (HSE Nizhny Novgorod) / Department of Applied Mathematics and Informatics
- Anastasiia Sokolova has been at HSE University since 2018.
Postgraduate Studies
1st year of study
Approved topic of thesis: Effective face recognition methods and models based on sequential analysis of neural-net features and automatic detection of minority classes
Academic Supervisor: Savchenko, Andrey
Publications7
- Article Sokolova A., Savchenko A. Computation-Efficient Face Recognition Algorithm Using a Sequential Analysis of High Dimensional Neural-Net Features // Optical Memory and Neural Networks (Information Optics). 2020. Vol. 29. No. 1. P. 19-29. doi
- Chapter Sokolova A., Savchenko A. Fast Nearest-Neighbor Classifier based on Sequential Analysis of Principal Components, in: Analysis of Images, Social Networks and Texts. 8th International Conference, AIST 2019, Lecture Notes in Computer Science, Revised Selected Papers / Ed. by W. M. van der Aalst, V. Batagelj, D. I. Ignatov, M. Y. Khachay, V. Kuskova, A. Kutuzov, S. Kuznetsov, I. A. Lomazova, N. Loukachevitch, A. Napoli, P. M. Pardalos, M. Pelillo, A. Savchenko, E. Tutubalina. Vol. 11832. Cham : Springer, 2019. doi Ch. 7. P. 73-80. doi
- Chapter Savchenko A., Sokolova Anastasiia D. Cluster Analysis of Facial Video Data in Video Surveillance Systems Using Deep Learning, in: Computational Aspects and Applications in Large-Scale Networks. Springer Proceedings in Mathematics & Statistics Vol. 247. Springer, 2018. doi P. 113-120. doi
- Chapter A.D. Sokolova, A.V. Savchenko. Data organization in video surveillance systems using deep learning, in: CEUR Workshop Proceedings Vol. 2210: Proceedings of the International Conference Information Technology and Nanotechnology. Session Image Processing and Earth Remote Sensing . , 2018. P. 243-250.
- Chapter Anastasiia D. Sokolova, Angelina S. Kharchevnikova, Savchenko A. Organizing Multimedia Data in Video Surveillance Systems Based on Face Verification with Convolutional Neural Networks, in: Analysis of Images, Social Networks and Texts. 6th International Conference, 2017, Revised Selected Papers / Ed. by W. M. van der Aalst, D. I. Ignatov, M. Khachay, S. Kuznetsov, V. Lempitsky, I. A. Lomazova, A. Napoli, A. Panchenko, P. M. Pardalos, A. V. Savchenko, S. Wasserman. Vol. 10716. Cham : Springer, 2018. doi P. 223-230. doi
- Chapter Соколова А. Д., Савченко А. В. Упорядочивание данных в системах видеонаблюдения на основе технологий глубокого обучения // В кн.: Сборник трудов IV Международной конференции и молодёжной школы "Информационные технологии и нанотехнологии" (ИТНТ 2018). Самара : Предприятие "Новая техника", 2018. Гл. 128. С. 946-952.
- Chapter Соколова А. Д., Савченко А. В. Кластеризация видеопоследовательностей в системах видеонаблюдения на основе сверточных нейронных сетей // В кн.: Материалы XXIII международной научно-технической конференции «Информационные системы и технологии-2017». [б.и.], 2017. С. 870-875.
Conferences
- 20198th International Conference - Analysis of Images, Social networks and Texts (AIST 2019) (Казань). Presentation: Fast Nearest-Neighbor Classifier based on Sequential Analysis of Principal Components
- 2018IV Международная конференция и молодёжная школа "Информационные технологии и нанотехнологии" (ИТНТ-2018) (Самара). Presentation: Упорядочивание данных в системах видеонаблюдения на основе технологий глубокого обучения
- IV Междисциплинарная студенческая конференция "Интеллектуальный город: наука как искусство" 2018. Presentation: Data organisation in video surveillance systems using deep learning
- 2017Analysis of Images, Social Networks and Texts. 6th International Conference, AIST 2017 (Moscow). Presentation: Organizing Multimedia Data in Video Surveillance Systems Based on Face Verification with Convolutional Neural Networks
- ХХIII Международная научно-техническая конференция «Информационные системы и технологии». Presentation: КЛАСТЕРИЗАЦИЯ ВИДЕОПОСЛЕДОВАТЕЛЬНОСТЕЙ В СИСТЕМАХ ВИДЕОНАБЛЮДЕНИЯ НА ОСНОВЕ СВЕРТОЧНЫХ НЕЙРОННЫХ СЕТЕЙ