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First U-Net Layers Contain More Domain Specific Information Than The Last Ones

Aug 17, 2020
Boris Shirokikh, Ivan Zakazov, Alexey Chernyavskiy, Irina Fedulova, Mikhail Belyaev

* Accepted to DART workshop at MICCAI-2020 

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Universal Loss Reweighting to Balance Lesion Size Inequality in 3D Medical Image Segmentation

Jul 20, 2020
Boris Shirokikh, Alexey Shevtsov, Anvar Kurmukov, Alexandra Dalechina, Egor Krivov, Valery Kostjuchenko, Andrey Golanov, Mikhail Belyaev

* Accepted to MICCAI 2020 

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CT-based COVID-19 Triage: Deep Multitask Learning Improves Joint Identification and Severity Quantification

Jun 02, 2020
Mikhail Goncharov, Maxim Pisov, Alexey Shevtsov, Boris Shirokikh, Anvar Kurmukov, Ivan Blokhin, Valeria Chernina, Alexander Solovev, Victor Gombolevskiy, Sergey Morozov, Mikhail Belyaev


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Keypoints Localization for Joint Vertebra Detection and Fracture Severity Quantification

May 25, 2020
Maxim Pisov, Vladimir Kondratenko, Alexey Zakharov, Alexey Petraikin, Victor Gombolevskiy, Sergey Morozov, Mikhail Belyaev

* Accepted to MICCAI-2020 

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Multi-domain CT metal artifacts reduction using partial convolution based inpainting

Nov 13, 2019
Artem Pimkin, Alexander Samoylenko, Natalia Antipina, Anna Ovechkina, Andrey Golanov, Alexandra Dalechina, Mikhail Belyaev


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Deep Learning for Brain Tumor Segmentation in Radiosurgery: Prospective Clinical Evaluation

Sep 06, 2019
Boris Shirokikh, Alexandra Dalechina, Alexey Shevtsov, Egor Krivov, Valery Kostjuchenko, Amayak Durgaryan, Mikhail Galkin, Ivan Osinov, Andrey Golanov, Mikhail Belyaev


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Incorporating Task-Specific Structural Knowledge into CNNs for Brain Midline Shift Detection

Aug 13, 2019
Maxim Pisov, Mikhail Goncharov, Nadezhda Kurochkina, Sergey Morozov, Victor Gombolevsky, Valeria Chernina, Anton Vladzymyrskyy, Ksenia Zamyatina, Anna Cheskova, Igor Pronin, Michael Shifrin, Mikhail Belyaev


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Standardized Assessment of Automatic Segmentation of White Matter Hyperintensities and Results of the WMH Segmentation Challenge

Apr 01, 2019
Hugo J. Kuijf, J. Matthijs Biesbroek, Jeroen de Bresser, Rutger Heinen, Simon Andermatt, Mariana Bento, Matt Berseth, Mikhail Belyaev, M. Jorge Cardoso, Adri脿 Casamitjana, D. Louis Collins, Mahsa Dadar, Achilleas Georgiou, Mohsen Ghafoorian, Dakai Jin, April Khademi, Jesse Knight, Hongwei Li, Xavier Llad贸, Miguel Luna, Qaiser Mahmood, Richard McKinley, Alireza Mehrtash, S茅bastien Ourselin, Bo-yong Park, Hyunjin Park, Sang Hyun Park, Simon Pezold, Elodie Puybareau, Leticia Rittner, Carole H. Sudre, Sergi Valverde, Ver贸nica Vilaplana, Roland Wiest, Yongchao Xu, Ziyue Xu, Guodong Zeng, Jianguo Zhang, Guoyan Zheng, Christopher Chen, Wiesje van der Flier, Frederik Barkhof, Max A. Viergever, Geert Jan Biessels

* Accepted for publication in IEEE Transactions on Medical Imaging 

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Brain Tumor Image Retrieval via Multitask Learning

Oct 22, 2018
Maxim Pisov, Gleb Makarchuk, Valery Kostjuchenko, Alexandra Dalechina, Andrey Golanov, Mikhail Belyaev


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Tumor Delineation For Brain Radiosurgery by a ConvNet and Non-Uniform Patch Generation

Aug 01, 2018
Egor Krivov, Valery Kostjuchenko, Alexandra Dalechina, Boris Shirokikh, Gleb karchuk, Alexander Denisenko, Andrey Golanov, Mikhail Belyaev


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Predicting Conversion of Mild Cognitive Impairments to Alzheimer's Disease and Exploring Impact of Neuroimaging

Jul 30, 2018
Yaroslav Shmulev, Mikhail Belyaev


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Ensembling Neural Networks for Digital Pathology Images Classification and Segmentation

Feb 03, 2018
Gleb Makarchuk, Vladimir Kondratenko, Maxim Pisov, Artem Pimkin, Egor Krivov, Mikhail Belyaev


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Structural Connectome Validation Using Pairwise Classification

Jan 30, 2017
Dmitry Petrov, Boris Gutman, Alexander Ivanov, Joshua Faskowitz, Neda Jahanshad, Mikhail Belyaev, Paul Thompson

* Accepted for IEEE International Symposium on Biomedical Imaging 2017 

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Residual and Plain Convolutional Neural Networks for 3D Brain MRI Classification

Jan 23, 2017
Sergey Korolev, Amir Safiullin, Mikhail Belyaev, Yulia Dodonova

* IEEE International Symposium on Biomedical Imaging 2017 

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Kernel classification of connectomes based on earth mover's distance between graph spectra

Nov 27, 2016
Yulia Dodonova, Mikhail Belyaev, Anna Tkachev, Dmitry Petrov, Leonid Zhukov

* Presented at The MICCAI-BACON 16 Workshop (arXiv:1611.03363) 

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GTApprox: surrogate modeling for industrial design

Sep 05, 2016
Mikhail Belyaev, Evgeny Burnaev, Ermek Kapushev, Maxim Panov, Pavel Prikhodko, Dmitry Vetrov, Dmitry Yarotsky

* 31 pages, 11 figures 

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