Научные руководители
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Новоселов Сергей Александровичкандидат технических наук sanovoselov@itmo.ru Структурное подразделение: исследовательский центр в сфере искусственного интеллекта "Сильный искусственный интеллект в промышленности" Должность: старший научный сотрудник Профиль: 1.2.1. - Искусственный интеллект и машинное обучение 05.13.17 - Теоретические основы информатики 05.13.11 - Математическое и программное обеспечение вычислительных машин, комплексов и компьютерных сетей 05.13.18 - Математическое моделирование, численные методы и комплексы программ 2.3.5. - Математическое и программное обеспечение вычислительных систем, комплексов и компьютерных сетей 2.3.8. - Информатика и информационные процессы 1.2.2. - Математическое моделирование, численные методы и комплексы программ 1.2.3. - Теоретическая информатика, кибернетика Область интересов: Распознавание дикторов по голосу, голосовая биометрия, голосовая идентификация и верификация, текстозависимая и текстонезависимая верифиация, распознавания языков, диаризация, детектирование речевой активности, антиспуфинг, оценка качества речевых сигналов, технологии для банковского сектора, защита информации, системы самообслуживания Машинное обучение, Байесовские методы, обработка речевых сигналов, голосовая биометрия, распознавание языков, аудио анти-спуфинг Рабочий язык: Английский, Русский |
Публикации руководителя
| Выходные данные | Год | Индексирование в БД |
| Novoselov S., Lavrentyeva G., Volokhov V., Volkova M., Khmelev N., Akulov A. Investigation of Different Calibration Methods for Deep Speaker Embedding Based Verification Systems//Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2023, Vol. 14338, pp. 159-168 | 2023 | Scopus, Web of Science |
| Novoselov S., Volokhov V., Lavrentyeva G. Universal Speaker Recognition Encoders for Different Speech Segments Duration//2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023, pp. 1-5 | 2023 | Scopus, Web of Science |
| Novoselov S., Lavrentyeva G., Avdeeva A., Volokhov V., Khmelev N., Akulov A., Leonteva P. On the robustness of wav2vec 2.0 based speaker recognition systems//Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH, 2023, pp. 3177-3181 | 2023 | Scopus, Web of Science |
| Lavrentyeva G., Novoselov S., Volokhov V., Avdeeva A.S., Gusev A., Vinogradova A., Korsunov I., Kozlov A., Pekhovsky T., Shulipa A., Smirnov E., Galyuk V. STC speaker recognition systems for the NIST SRE 2021//Odyssey 2022: The Speaker and Language Recognition Workshop, 2022, pp. 1-11 | 2022 | |
| Gusev A., Vinogradova A., Novoselov S., Astapov S. SdSVC Challenge 2021: Tips and Tricks to Boost the Short-duration Speaker Verification System Performance//Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH, 2021, Vol. 3, pp. 2003-2007 | 2021 | Scopus, Web of Science |
| Lavrentyeva G., Volkova M., Avdeeva A., Novoselov S., Gorlanov A., Andzukaev T., Ivanov A., Kozlov A. Blind speech signal quality estimation for speaker verification systems//Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH, 2020, pp. 1535-1539 | 2020 | Scopus, Web of Science |
| Gusev A., Volokhov V., Vinogradova A., Andzhukaev T., Shulipa A., Novoselov S., Pekhovsky T., Kozlov A. STC-innovation Speaker Recognition Systems for Far-Field Speaker Verification Challenge 2020//Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH, 2020, pp. 3466-3470 | 2020 | Scopus, Web of Science |
| Gusev A., Volokhov V., Andzhukaev T., Novoselov S., Lavrentyeva G., Volkova M., Gazizullina A., Shulipa A., Gorlanov A., Avdeeva A.S., Ivanov A., Kozlov A., Pekhovsky T., Matveev Y. Deep Speaker Embeddings for Far-Field Speaker Recognition on Short Utterances//Odyssey 2020: The Speaker and Language Recognition Workshop, 2020, pp. 179-186 | 2020 | |
| Lavrentyeva G., Novoselov S., Volkova M.V., Matveev Y.N., De Marsiko M. Phonespoof: A New Dataset for Spoofing Attack Detection in Telephone Channel//ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, 2019, pp. 2572-2576 | 2019 | Scopus, Web of Science |
| Lavrentyeva G., Novoselov S., Andzhukaev T., Volkova M., Gorlanov A., Kozlov A. STC Antispoofing Systems for the ASVspoof2019 Challenge//Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH, 2019, pp. 1033-1037 | 2019 | Scopus, Web of Science |
| Volkova M.V., Andzhukaev T., Lavrentyeva G., Novoselov S., Kozlov A. Light CNN Architecture Enhancement for Different Types Spoofing Attack Detection//Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2019, Vol. 11658, pp. 520–529 | 2019 | Scopus, Web of Science |
| Novoselov S., Gusev A., Ivanov A., Pekhovsky T., Shulipa A., Avdeeva A.S., Gorlanov A., Kozlov A. Speaker Diarization with Deep Speaker Embeddings for DIHARD Challenge II//Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH, 2019, pp. 1003-1007 | 2019 | Scopus, Web of Science |
| Novoselov S., Gusev A., Ivanov A., Pekhovsky T., Shulipa A., Lavrentyeva G., Volokhov V., Kozlov A. STC Speaker Recognition Systems for The VOiCES From a Distance Challenge//Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH, 2019, pp. 2443-2447 | 2019 | Scopus, Web of Science |
| Novoselov S., Shchemelinin V., Shulipa A., Kozlov A., Kremnev I. Triplet loss based cosine similarity metric learning for text-independent speaker recognition//Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH, 2018, pp. 2242-2246 | 2018 | Scopus, Web of Science |
| Novoselov S., Kudashev O., Shchemelinin V., Kremnev I., Lavrentyeva G. Deep CNN based feature extractor for text-prompted speaker recognition//2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2018, pp. 5334-5338 | 2018 | Scopus, Web of Science |
| Лаврентьева Г.М., Новоселов С.А., Козлов А.В., Кудашев О.Ю., Щемелинин В.Л., Матвеев Ю.Н., Де Марсико М. Методы детектирования спуфинг-атак повторного воспроизведения на голосовые биометрические системы // Научно-технический вестник информационных технологий, механики и оптики [Scientific and Technical Journal of Information Technologies, Mechanics and Optics] -2018. - Т. 18. - № 3(115). - С. 428–436 | 2018 | ВАК, РИНЦ |
| Novoselov S.A., Shulipa A., Kremnev I.A., Kozlov S., Shchemelinin V. On deep speaker embeddings for text-independent speaker recognition//ODYSSEY 2018, Speaker and Language Recognition Workshop, 2018, pp. 378-385 | 2018 | |
| Щемелинин В.Л., Лаврентьева Г.М., Алсуфьев А.А., Новоселов С.А. Метод повышения эффективности идентификации диктора за счет использования мультисессионных голосовых моделей // Альманах научных работ молодых ученых Университета ИТМО -2017. - Т. 3. - С. 223-226 | 2017 | РИНЦ |
| Malykh E., Novoselov S., Kudashev O. On residual cnn in text-dependent speaker verification task//Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2017, Vol. 10458, pp. 593-601 | 2017 | Scopus, Web of Science |
| Lavrentyeva G., Novoselov S., Simonchik K. Anti-spoofing methods for automatic speaker verification system//Communications in Computer and Information Science, 2017, Vol. 661, pp. 172-184 | 2017 | Scopus, Web of Science |
| Smirnov E., Melnikov A., Novoselov S., Luckyanets E., Lavrentyeva G. Doppelganger Mining for Face Representation Learning//IEEE International Conference on Computer Vision Workshops (ICCVW 2017), 2017, pp. 1916-1923 | 2017 | Scopus, Web of Science |
| Lavrentyeva G., Novoselov S., Malykh E., Kozlov A., Kudashev O., Shchemelinin V. Audio replay attack detection with deep learning frameworks//Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH, 2017, pp. 82-86 | 2017 | Scopus, Web of Science |
| Luckyanets E., Melnikov A., Kudashev O., Novoselov S., Lavrentyeva G. Bimodal Anti-Spoofing System for Mobile Security//Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2017, Vol. 10458, pp. 211-220 | 2017 | Scopus, Web of Science |
| Lavrentyeva G., Novoselov S., Malykh E., Kozlov A., Kudashev O., Shchemelinin V. Audio-replay attack detection countermeasures//Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2017, Vol. 10458, pp. 171-181 | 2017 | Scopus, Web of Science |
| Pekhovsky T., Novoselov S., Sholohov A., Kudashev O. On autoencoders in the i-vector space for speaker recognition//Odyssey 2016: Speaker and Language Recognition Workshop, 2016, pp. 217-224 | 2016 | Scopus |
| Kudashev O., Novoselov S., Simonchik K., Kozlov A. A speaker recognition system for the SITW challenge//Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH, 2016, pp. 833-837 | 2016 | Scopus, Web of Science |
| Shulipa A., Novoselov S., Melnikov A. Approaches for out-of-domain adaptation to improve speaker recognition performance//Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2016, Vol. 9811, pp. 124-130 | 2016 | Scopus, Web of Science |
| Simonchik K.K., Novoselov S., Lavrentyeva G. Comparative analysis of classifiers for automatic language recognition in spontaneous speech//Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2016, Vol. 9811, pp. 174-181 | 2016 | Scopus, Web of Science |
| Shulipa A., Novoselov S., Matveev Y. Scores Calibration in Speaker Recognition Systems//Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2016, Vol. 9811, pp. 596-603 | 2016 | Scopus, Web of Science |
| Kudashev O., Novoselov S., Pekhovsky T., Simonchik K., Lavrentyeva G. Usage of DNN in speaker recognition: advantages and problems//Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2016, Vol. 9719, pp. 82-91 | 2016 | Scopus, Web of Science |
| Novoselov S., Kozlov A., Lavrentyeva G., Simonchik K., Shchemelinin V. STC anti-spoofing systems for the ASVspoof 2015 challenge//ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, 2016, pp. 5475-5479 | 2016 | Scopus, Web of Science |
| Новоселов С.А., Козлов А.В., Лаврентьева Г.М., Симончик К.К., Щемелинин В.Л. Противодействие спуфинг атакам на голосовые биометрические системы // Речевые технологии -2016. - № 1-2. - С. 22-33 | 2016 | РИНЦ |
| Shchemelinin V., Kozlov A., Lavrentyeva G., Novoselov S., Simonchik K. Vulnerability of Voice Verification System with STC Anti-spoofing Detector to Different Methods of Spoofing Attacks//Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2015, Vol. 9319, pp. 480-486 | 2015 | Scopus, Web of Science |
| Lavrentyeva G., Kozlov A., Novoselov S., Simonchik K., Shchemelinin V. Automatically Trained TTS for Effective Attacks to Anti-spoofing System//Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2015, Vol. 9319, pp. 137-143 | 2015 | Scopus, Web of Science |
| Novoselov S., Pekhovsky T., Kudashev O., Mendelev V., Prudnikov A. Non-linear PLDA for i-Vector Speaker Verification//Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH, 2015, pp. 214–218 | 2015 | Scopus, Web of Science |
| Novoselov S., Pekhovsky T., Shulipa A., Kudashev O. PLDA-based System for Text-prompted Password Speaker Verification//AVSS 2015 - 12th IEEE International Conference on Advanced Video and Signal Based Surveillance, 2015, pp. 7301798 | 2015 | Scopus, Web of Science |
| Novoselov S., Pekhovsky T.S., Shulipa A.K., Sholokhov A.V. Text-dependent GMM-JFA system for password based speaker verification//ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, 2014, pp. 729-733 | 2014 | Scopus, Web of Science |
| Novoselov S.A., Pekhovsky T.S., Simonchik K.K., Shulipa A.K. RBM-PLDA subsystem for the NIST i-Vector Challenge//Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH, 2014, pp. 378-382 | 2014 | Scopus, Web of Science |
| Новоселов С.А., Сухмель В.А., Шолохов А.В., Пеховский Т.С. Применение DTW-метода для мультисессионного обучения скрытых марковских моделей в задаче текстозависимой верификации диктора // Известия высших учебных заведений. Приборостроение -2014. - Т. 57. - № 2. - С. 77-84 | 2014 | ВАК, РИНЦ |