This research direction is devoted to development of the algorithms for automatic analysis of images of internal structures of human body. These problems are very challenging in computer vision due to few amounts of available labeled data, high inter-class variability, absence of color information and other issues. We try to incorporate the best findings in computer vision and machine learning and, at the same time, to develop new approaches that try to minimize the amount of the training data or simplify the procedure of its labeling. Our projects focus on magnetic resonance images (MRI) of human brain and computed tomography (CT) images of human heart.

• Segmentation of brain lesions on MRI

• Registration of brain MRI

• Segmentation of brain and other images into anatomical structures

Team

• Olga Senyukova, Lomonosov Moscow State University
• Denis Zobnin, Lomonosov Moscow State University
• Alexey Zubov, Lomonosov Moscow State University

Publications

• Çóáîâ , Ñåíþêîâà . Ñåãìåíòàöèÿ èçîáðàæåíèé ìàãíèòíî-ðåçîíàíñíîé òîìîãðàôèè ãîëîâíîãî ìîçãà ñ ïîìîùüþ ñîïîñòàâëåíèÿ ñ íåñêîëüêèìè àòëàñàìè. GraphiCon2015 Òðóäû Ìåæäóíàðîäíîé íàó÷íîé êîíôåðåíöèè (Ìîñêâà-Ïðîòâèíî 2015), 2015 (download)
• Senyukova O, Zobnin D. Fast brain mri registration with automatic landmark detection using a single template image. Pattern Recognition (37th German Conference, GCPR 2015, Aachen, Germany, October 7?10, 2015, Proceedings). ? Vol. 9358 of LECTURE NOTES IN COMPUTER SCIENCE. ? Springer International Publishing Heidelberg, Germany, 2015 (download)
• Ñåíþêîâà , Çîáíèí , Ïåòðÿéêèí . Àëãîðèòì ñîïîñòàâëåíèÿ èçîáðàæåíèé ìàãíèòíî-ðåçîíàíñíîé òîìîãðàôèè ãîëîâíîãî ìîçãà ÷åëîâåêà íà îñíîâå êëþ÷åâûõ òî÷åê. XVII Âñåðîññèéñêàÿ íàó÷íî- òåõíè÷åñêàÿ êîíôåðåíöèÿ "Íåéðîèíôîðìàòèêà-2015" ñ ìåæäóíàðîäíûì ó÷àñòèåì: Ñáîðíèê íàó÷íûõ òðóäîâ. ? Ò. 2. ? ÍÈßÓ ÌÈÔÈ Ìîñêâà, 2015 (download)
• Senyukova O. Segmentation of Blurred Objects by Classification of Isolabel Contours. Pattern Recognition, 2014 (download)
• Ïåòðÿéêèí , Àõàäîâ , Ñåíþêîâà , Êðûëîâ . Àëãîðèòì èäåíòèôèêàöèè î÷àãîâ äèôôóçíî-àêñîíàëüíîãî ïîâðåæäåíèÿ ó áîëüíûõ ñ ÷åðåïíî-ìîçãîâîé òðàâìîé. Íåéðîèìèäæèíã è ìàãíèòîýíöåôàëîãðàôèÿ: ôóíäàìåíòàëüíûå èññëåäîâàíèÿ è êëèíè÷åñêàÿ ïðàêòèêà, 2012 (download)
• Senyukova O, Galanine V, Krylov A, Petraikin A, Akhadov T, Sidorin S. Diffuse Axonal Injury Lesion Segmentation Using Contouring Algorithm. Graphicon 2011, 2011 (download)