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Picture for Michal Byra

Adversarial attacks on deep learning models for fatty liver disease classification by modification of ultrasound image reconstruction method


Sep 07, 2020
Michal Byra, Grzegorz Styczynski, Cezary Szmigielski, Piotr Kalinowski, Lukasz Michalowski, Rafal Paluszkiewicz, Bogna Ziarkiewicz-Wroblewska, Krzysztof Zieniewicz, Andrzej Nowicki

* 4 pages, 3 figures 

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Breast mass segmentation based on ultrasonic entropy maps and attention gated U-Net


Jan 27, 2020
Michal Byra, Piotr Jarosik, Katarzyna Dobruch-Sobczak, Ziemowit Klimonda, Hanna Piotrzkowska-Wroblewska, Jerzy Litniewski, Andrzej Nowicki

* 4 pages, 4 figures 

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Knee menisci segmentation and relaxometry of 3D ultrashort echo time (UTE) cones MR imaging using attention U-Net with transfer learning


Aug 05, 2019
Michal Byra, Mei Wu, Xiaodong Zhang, Hyungseok Jang, Ya-Jun Ma, Eric Y Chang, Sameer Shah, Jiang Du

* 30 pages, 7 figures 

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Breast mass classification in ultrasound based on Kendall's shape manifold


May 27, 2019
Michal Byra, Michael Andre

* 4 pages, 3 figures 

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Impact of ultrasound image reconstruction method on breast lesion classification with neural transfer learning


Apr 06, 2018
Michal Byra, Tomasz Sznajder, Danijel Korzinek, Hanna Piotrzkowska-Wroblewska, Katarzyna Dobruch-Sobczak, Andrzej Nowicki, Krzysztof Marasek

* 6 pages, 5 figures, 3 tables 

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