The main focus of research is application of artificial intelligence and deep learning methods on biomedical data. Main tasks of the research are solving wide variety of classification and segmentation problems working with medical imaging data. Also, certain research involves the usage of computer vision methods with the goal of creating an intraoperative navigation system for liver resection.