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Michal Byra
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Transfer learning with deep convolutional neural network for liver steatosis assessment in ultrasound images
M Byra, G Styczynski, C Szmigielski, P Kalinowski, Ł Michałowski, ...
International journal of computer assisted radiology and surgery 13, 1895-1903, 2018
2272018
Breast mass classification in sonography with transfer learning using a deep convolutional neural network and color conversion
M Byra, M Galperin, H Ojeda‐Fournier, L Olson, M O'Boyle, C Comstock, ...
Medical physics 46 (2), 746-755, 2019
2242019
Breast mass segmentation in ultrasound with selective kernel U-Net convolutional neural network
M Byra, P Jarosik, A Szubert, M Galperin, H Ojeda-Fournier, L Olson, ...
Biomedical Signal Processing and Control 61, 102027, 2020
1772020
Noninvasive diagnosis of nonalcoholic fatty liver disease and quantification of liver fat with radiofrequency ultrasound data using one-dimensional convolutional neural networks
A Han, M Byra, E Heba, MP Andre, JW Erdman Jr, R Loomba, CB Sirlin, ...
Radiology 295 (2), 342-350, 2020
882020
Open access database of raw ultrasonic signals acquired from malignant and benign breast lesions
H Piotrzkowska‐Wróblewska, K Dobruch‐Sobczak, M Byra, A Nowicki
Medical physics 44 (11), 6105-6109, 2017
872017
Knee menisci segmentation and relaxometry of 3D ultrashort echo time cones MR imaging using attention U‐Net with transfer learning
M Byra, M Wu, X Zhang, H Jang, YJ Ma, EY Chang, S Shah, J Du
Magnetic resonance in medicine 83 (3), 1109-1122, 2020
712020
Classification of breast lesions using segmented quantitative ultrasound maps of homodyned K distribution parameters
M Byra, A Nowicki, H Wróblewska‐Piotrzkowska, K Dobruch‐Sobczak
Medical physics 43 (10), 5561-5569, 2016
672016
Early prediction of response to neoadjuvant chemotherapy in breast cancer sonography using Siamese convolutional neural networks
M Byra, K Dobruch-Sobczak, Z Klimonda, H Piotrzkowska-Wroblewska, ...
IEEE journal of biomedical and health informatics 25 (3), 797-805, 2020
562020
Breast mass classification with transfer learning based on scaling of deep representations
M Byra
Biomedical Signal Processing and Control 69, 102828, 2021
552021
Discriminant analysis of neural style representations for breast lesion classification in ultrasound
M Byra
Biocybernetics and Biomedical Engineering 38 (3), 684-690, 2018
502018
Combining Nakagami imaging and convolutional neural network for breast lesion classification
M Byra, H Piotrzkowska-Wróblewska, K Dobruch-Sobczak, A Nowicki
2017 IEEE International Ultrasonics Symposium (IUS), 1-4, 2017
472017
Impact of ultrasound image reconstruction method on breast lesion classification with deep learning
M Byra, T Sznajder, D Korzinek, H Piotrzkowska-Wroblewska, ...
Pattern Recognition and Image Analysis: 9th Iberian Conference, IbPRIA 2019 …, 2019
34*2019
Liver fat assessment in multiview sonography using transfer learning with convolutional neural networks
M Byra, A Han, AS Boehringer, YN Zhang, WD O'Brien Jr, JW Erdman Jr, ...
Journal of Ultrasound in Medicine 41 (1), 175-184, 2022
332022
Joint segmentation and classification of breast masses based on ultrasound radio-frequency data and convolutional neural networks
M Byra, P Jarosik, K Dobruch-Sobczak, Z Klimonda, ...
Ultrasonics 121, 106682, 2022
232022
Adversarial attacks on deep learning models for fatty liver disease classification by modification of ultrasound image reconstruction method
M Byra, G Styczynski, C Szmigielski, P Kalinowski, L Michalowski, ...
2020 IEEE International Ultrasonics Symposium (IUS), 1-4, 2020
232020
Breast lesion classification based on ultrasonic radio-frequency signals using convolutional neural networks
P Jarosik, Z Klimonda, M Lewandowski, M Byra
Biocybernetics and Biomedical Engineering 40 (3), 977-986, 2020
222020
Quantitative ultrasound and B-mode image texture features correlate with collagen and myelin content in human ulnar nerve fascicles
M Byra, L Wan, JH Wong, J Du, SB Shah, MP Andre, EY Chang
Ultrasound in medicine & biology 45 (7), 1830-1840, 2019
162019
Automated cartilage segmentation and quantification using 3D ultrashort echo time (UTE) cones MR imaging with deep convolutional neural networks
YP Xue, H Jang, M Byra, ZY Cai, M Wu, EY Chang, YJ Ma, J Du
European radiology, 1-11, 2021
152021
Temperature monitoring during focused ultrasound treatment by means of the homodyned K distribution
M Byra, E Kruglenko, B Gambin, A Nowicki
Acta Physica Polonica A 131 (6), 1525-1528, 2017
152017
Breast mass segmentation based on ultrasonic entropy maps and attention gated U-Net
M Byra, P Jarosik, K Dobruch-Sobczak, Z Klimonda, ...
arXiv preprint arXiv:2001.10061, 2020
122020
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Articles 1–20