The Machine Learning Lab
The Machine Learning Lab
The Machine Learning Lab (MLLab) was founded in 2018. It is a part of the Faculty of Applied Sciences, Ukrainian Catholic University in Lviv. Our research has several branches of focus and we are constantly expanding and looking for new challenges. Сurrently, we are working on: machine learning and deep learning algorithms applied to the supervised and weakly-supervised visual recognition problems; robust single view geometry estimation; reinforcement learning for optimization and control problems. Our research center has well-established connections with industry and academia.
Projects
Team
Publications
Yarish D., Garkot S., Grygorenko O.O., Radchenko D.S., Moroz Y.S., Gurbych O.
Journal of Computational Chemistry, 44 (2), pp. 76-92 (2023)
DOI: 10.1002/jcc.27016
Fedynyak V., Romanus Y., Dobosevych O., Babin I., Riazantsev R.
IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, 2023-June, pp. 3153-3162 (2023)
Laba Y., Mudryi V., Chaplynskyi D., Romanyshyn M., Dobosevych O.
Omelkina D., Hilei P., Dobosevych O., Hryniv R., Rumezhak T., Selotkin V., Karpiv V.
Rumezhak T., Eiras F.G., S. Torr P.H., Bibi A.
Proceedings – 2023 IEEE Winter Conference on Applications of Computer Vision, WACV, pp. 4661-4669 (2023)
Esper I.M., Smolkin O., Manko M., Popov A., From P.J., Mason A.
Applied Sciences (Switzerland), 12 (9), art. no. 4134 (2022)
DOI: 10.3390/app12094134
Borsuk V., Vei R., Kupyn, O., Martyniuk T., Krashenyi I., Matas J.
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 13682 LNCS, pp. 644-663 (2022)
Manko M., Smolkin O., De Medeiros Esper I., Popov A., Mason A.
Partsey R., Wijmans E., Yokoyama N., Dobosevych O., Batra D., Maksymets O.
Martyniuk T., Kupyn O., Kurlyak Y., Krashenyi I., Matas J., Sharmanska V.
Dobko M., Kolinko D.-I., Viniavskyi O., Yelisieiev Y.
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 12963 LNCS, pp. 232-241 (2022)
Kokshaikyna M., Yelisieiev Y., Dobko M.
Kokshaikyna M., Yelisieiev Y., Dobko M.
Pritts J., Kukelova Z., Larsson V., Lochman Y., Chum O.
IEEE Transactions on Pattern Analysis and Machine Intelligence, 43 (11), pp. 3931-3948 (2021)
Druchok M., Yarish D., Garkot S., Nikolaienko T., Gurbych,= O.
Computational Biology and Chemistry, 93, art. no. 107529 (2021)
Dobosevych O., Hryniv R.
Integral Equations and Operator Theory, 93 (2), art. no. 18 (2021)
Hryniv R., Melnyk B., Mykytyuk Y.
Dobosevych O., Hryniv R.
Linear Algebra and Its Applications, 609, pp. 339-364 (2021)
Lochman Y., Liepieshov K., Chen J., Perdoch M., Zach C., Pritts J.
Proceedings of the IEEE International Conference on Computer Vision, pp. 15233-15242 (2021)
Rumezhak T., Dobosevych O., Hryniv R., Selotkin V., Karpiv V., Maksymenko M.
Proceedings of the IEEE International Conference on Computer Vision, pp. 15233-15242 (2021)
Lochman Y., Dobosevych O., Hryniv R., Pritts J.
Petryshak B., Kachko I., Maksymenko M., Dobosevych O.
Technology and Health Care, 29 (S1), pp. S475-S486 (2021)
DOI: 10.3233/THC-218045
Kuiava R., Bogodorova T., Fernandes T.C.C., Ramos R.A.
IEEE Power and Energy Society General Meeting, 2020-August, art. no. 9281752 (2020)
Kosarevych I., Petruk M., Kostiv M., Kupyn O., Maksymenko M., Budzan V.
Pritts J., Kukelova Z., Larsson V., Lochman Y., Chum O.
International Journal of Computer Vision, 128 (4), pp. 950-968 (2020)
DOI: 10.1007/s11263-019-01216-x
Kupyn O., Martyniuk T., Wu J., Wang Z.
Kupyn O., Budzan V., Mykhailych M., Mishkin D., Matas J.