Anton Konushin
- Associate Professor:Faculty of Computer Science / Big Data and Information Retrieval School
- Programme Scientific Supervisor:Applied Mathematics and Information Science
- Anton Konushin has been at HSE University since 2014.
Education and Degrees
- 2005
Candidate of Sciences* (PhD) in Mathematical Support and Software in Computers, Complexes and Computer Networks
Институт прикладной математики им. Келдыша - 2002
Degree in Applied mathematics and informatics
Lomonosov Moscow State University, Computational Mathematics and Cybernetics
According to the International Standard Classification of Education (ISCED) 2011, Candidate of Sciences belongs to ISCED level 8 - "doctoral or equivalent", together with PhD, DPhil, D.Lit, D.Sc, LL.D, Doctorate or similar. Candidate of Sciences allows its holders to reach the level of the Associate Professor.
Courses (2022/2023)
- 3D Computer Vision (Bachelor’s programme; Faculty of Computer Science; 4 year, 3 module)Rus
- Past Courses
Courses (2020/2021)
- Computer Vision (Bachelor’s programme; Faculty of Computer Science; 4 year, 3 module)Rus
- Image and Video Analysis (Master’s programme; Faculty of Computer Science; 2 year, 1, 2 module)Rus
Courses (2018/2019)
- Machine Learning 1 (Bachelor’s programme; Faculty of Computer Science; 3 year, 1, 2 module)Rus
Machine Learning 2 (Bachelor’s programme; Faculty of Computer Science; field of study "01.03.02. Прикладная математика и информатика", field of study "01.03.02. Прикладная математика и информатика"; 3 year, 3, 4 module)Rus
Publications25
- Article Konushin A., Frolov V., Faizov B., Shakhuro V., Sanzharov V., Galaktionov V., Voloboy A. Image Synthesis Pipeline for CNN-Based Sensing Systems // Sensors. 2022. Vol. 22. No. 6. P. 1-26. doi (in press)
- Chapter Konushin A., Patakin N., Vorontsova A., Artemyev M. Single-Stage 3D Geometry-Preserving Depth Estimation Model Training on Dataset Mixtures With Uncalibrated Stereo Data, in: 2022 IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR). IEEE, 2022. P. 1705-1714. doi (in press)
- Article Konushin A., Lashchenova D., Gromov A., Mesheryakova A. The Improvement of Segmentation of Lung Pathologies and Pleural Effusion on CT-scans of Patients with Covid-19 // Programming and Computer Software. 2022. Vol. 47. P. 327-333. doi (in press)
- Article Konushin A., Kuplyakov D., Mamedov n. Video Analytics Using Detection on Sparse Frames // Programming and Computer Software. 2022. Vol. 48. No. 3. P. 155-163. doi (in press)
- Chapter Faizov B., Vlad Shakhuro, Konushin A. Automatic detection of certain unwanted driver behavior, in: Proceedings of the 31st International Conference on Computer Graphics and Vision (GraphiCon 2021). Nizhny Novgorod, Russia, September 27-30, 2021 Vol. 3027. CEUR Workshop Proceedings, 2021. P. 422-432. doi
- Chapter Popov A., Shakhuro V., Konushin A. Operator’s Gaze Direction Recognition, in: Proceedings of the 31st International Conference on Computer Graphics and Vision (GraphiCon 2021). Nizhny Novgorod, Russia, September 27-30, 2021 Vol. 3027. CEUR Workshop Proceedings, 2021. P. 475-487. doi
- Chapter Mamedov T., Kuplyakov D., Konushin A. Practical People Counting Algorithm, in: Proceedings of the 31st International Conference on Computer Graphics and Vision (GraphiCon 2021). Nizhny Novgorod, Russia, September 27-30, 2021 Vol. 3027. CEUR Workshop Proceedings, 2021. P. 453-463. doi
- Chapter Konushin A., Mamedov T., Kuplyakov D. Queue Waiting Time Estimation Using Person Re-identification by Upper Body, in: Proceedings of the 31st International Conference on Computer Graphics and Vision (GraphiCon 2021). Nizhny Novgorod, Russia, September 27-30, 2021 Vol. 3027. CEUR Workshop Proceedings, 2021. P. 464-474. doi (in press)
- Chapter Badmaev T., Shakhuro V., Konushin A. Rare Traffic Signs Recognition, in: Proceedings of the 31st International Conference on Computer Graphics and Vision (GraphiCon 2021). Nizhny Novgorod, Russia, September 27-30, 2021 Vol. 3027. CEUR Workshop Proceedings, 2021. P. 488-495. doi
- Article Faizov n., Шахуро В. И., Sanzharov V. V., Конушин А. С. Классификация редких дорожных знаков // Компьютерная оптика. 2020. Т. 44. № 2. С. 236-245. doi (in press)
- Article Nikitin M., Konushin V., Konushin A. Face anti-spoofing with joint spoofing medium detection and eye blinking analysis // Computer Optics. 2019. Vol. 43. No. 4. P. 618-626. doi
- Article Соколова А. И., Konushin A. Methods of gait recognition in video // Programming and Computer Software. 2019. Vol. 45. No. 4. P. 213-220. doi
- Article Sokolova A., Konushin A. Pose-based Deep Gait Recognition // IET Biometrics. 2019. Vol. 8. No. 2. P. 134-143. doi
- Article Petrov I., Shakhuro V., Konushin A. Deep probabilistic human pose estimation // IET Computer Vision. 2018. Vol. 12. No. 5. P. 578-585. doi
- Article Arseev S., Konushin A., Lutov V. Human Recognition by Appearance and Gait // Programming and Computer Software. 2018. Vol. 44. No. 4. P. 258-265. doi
- Article Шахуро В. И., Конушин А. С. Синтез обучающих выборок для классификации дорожных знаков с помощью нейросетей // Компьютерная оптика. 2018. Т. 42. № 1. С. 105-112. doi
- Chapter Соколова А. И., Konushin A. GAIT RECOGNITION BASED ON CONVOLUTIONAL NEURAL NETWORKS, in: The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences Vol. XLII-2/W4. , 2017.
- Article Kuplyakov D., Shalnov E., Konushin A. Markov chain Monte Carlo based video tracking algorithm / Пер. с рус. // Programming and Computer Software. 2017. Vol. 43. No. 4. P. 224-229. doi
- Article Konushin A., Nikitin M., Konushin V. Neural network model for video-based face recognition with frames quality assessment // Computer Optics. 2017
- Article Шахуро В. И., Конушин А. С. Российская база изображений автодорожных знаков // Компьютерная оптика. 2016. Т. 40. № 2. С. 294-300.
- Chapter Chigorin A., Konushin Anton. A system for large-scale automatic traffic sign recognition and mapping, in: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences Vol. II-3/W3: CMRT13 – City Models, Roads and Traffic 2013. ISPRS, 2013. P. 13-17.
- Chapter Sindeev M., Konushin Anton, Rother C. Alpha-Flow for Video Matting, in: Lecture Notes in Computer Science Vol. 7726: Computer Vision – ACCV 2012. Part III. Berlin : Springer, 2013. P. 438-452.
- Chapter Moiseyev B., Konev A., Chigorin A., Konushin A. Evaluation of Traffic Sign Recognition Methods Trained on Synthetically Generated Data, in: Lecture Notes in Computer Science Vol. 8192: Advanced Concepts for Intelligent Vision Systems. Springer, 2013. P. 576-583.
- Chapter Kononov V., Konushin A., Konushin V. People Tracking Algorithm for Human Height Mounted Cameras, in: Lecture Notes in Computer Science Vol. 6835: Pattern Recognition. Berlin : Springer, 2011. P. 163-172.
- Chapter Barinova O., Konushin V., Yakubenko A., Lim H., Lee K., Konushin A. Fast automatic single-view 3-d reconstruction of urban scenes, in: Lecture Notes in Computer Science Vol. 5303: Computer Vision – ECCV 2008. Berlin : Springer, 2008. P. 100-113.
Coursera Offers New Courses by HSE Lecturers
From late March and early April, HSE will offer four new coursers on Coursera on intercultural communication, machine learning, computer vision, and stochastic processes.
Dmitry Vetrov Took Part in the Samsung AI Forum
At October 19-20, head of the Deep Learning and Bayesian Methods laboratory Dmitry Vetrov took part in the forum on artificial intelligence at the headquarters of the corporation Samsung.
Machines Can See: International Summit on Computer Vision
On June 9, a summit was held on computer vision and deep learning ‘Machines can see’, organized by Sistema VC, Visionlabs, and the Strelka Institute. Dmitry Vetrov and Anton Konushin, staff members of HSE Faculty of Computer Science, were among the organizers of and speakers at the conference.
Faculty Graduates Participated in the Microsoft Research Summer School ‘Machine Learning and Intellect’
From July 29th to August 5th, 2015, a Microsoft Research Summer School ‘Machine Learning and Intellect’ took place in St. Petersburg. The event was supported by Yandex.