Identifying the best machine learning algorithms for brain tumor segmentation, progression assessment, and overall survival prediction in the BRATS challenge S Bakas, M Reyes, A Jakab, S Bauer, M Rempfler, A Crimi, RT Shinohara, ... arXiv preprint arXiv:1811.02629, 2018 | 1804 | 2018 |
Segmenting brain tumors from FLAIR MRI using fully convolutional neural networks PR Lorenzo, J Nalepa, B Bobek-Billewicz, P Wawrzyniak, G Mrukwa, ... Computer methods and programs in biomedicine 176, 135-148, 2019 | 61 | 2019 |
Fully-automated deep learning-powered system for DCE-MRI analysis of brain tumors J Nalepa, PR Lorenzo, M Marcinkiewicz, B Bobek-Billewicz, ... Artificial intelligence in medicine 102, 101769, 2020 | 57 | 2020 |
Molecular profiles of thyroid cancer subtypes: Classification based on features of tissue revealed by mass spectrometry imaging M Pietrowska, HC Diehl, G Mrukwa, M Kalinowska-Herok, M Gawin, ... Biochimica et Biophysica Acta (BBA)-Proteins and Proteomics 1865 (7), 837-845, 2017 | 43 | 2017 |
Detection of molecular signatures of oral squamous cell carcinoma and normal epithelium–application of a novel methodology for unsupervised segmentation of imaging mass … P Widlak, G Mrukwa, M Kalinowska, M Pietrowska, M Chekan, J Wierzgon, ... Proteomics 16 (11-12), 1613-1621, 2016 | 33 | 2016 |
Data augmentation via image registration J Nalepa, G Mrukwa, S Piechaczek, PR Lorenzo, M Marcinkiewicz, ... 2019 IEEE International Conference on Image Processing (ICIP), 4250-4254, 2019 | 32 | 2019 |
Segmenting brain tumors from MRI using cascaded multi-modal U-Nets M Marcinkiewicz, J Nalepa, PR Lorenzo, W Dudzik, G Mrukwa Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries …, 2019 | 32 | 2019 |
Discrimination of normal oral mucosa from oral cancer by mass spectrometry imaging of proteins and lipids K Bednarczyk, M Gawin, M Chekan, A Kurczyk, G Mrukwa, M Pietrowska, ... Journal of Molecular Histology 50, 1-10, 2019 | 30 | 2019 |
Classification of thyroid tumors based on mass spectrometry imaging of tissue microarrays; a single-pixel approach A Kurczyk, M Gawin, M Chekan, A Wilk, K Łakomiec, G Mrukwa, ... International Journal of Molecular Sciences 21 (17), 6289, 2020 | 17 | 2020 |
Automatic brain tumor segmentation using a two-stage multi-modal fcnn M Marcinkiewicz, J Nalepa, PR Lorenzo, W Dudzik, G Mrukwa Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries …, 2018 | 15 | 2018 |
DiviK: divisive intelligent K-means for hands-free unsupervised clustering in big biological data G Mrukwa, J Polanska BMC bioinformatics 23 (1), 538, 2022 | 7 | 2022 |
Evolvable deep features J Nalepa, G Mrukwa, M Kawulok Applications of Evolutionary Computation: 21st International Conference …, 2018 | 7 | 2018 |
A novel divisive iK-means algorithm with region-driven feature selection as a tool for automated detection of tumour heterogeneity in MALDI IMS experiments G Mrukwa, G Drazek, M Pietrowska, P Widlak, J Polanska Bioinformatics and Biomedical Engineering: 4th International Conference …, 2016 | 5 | 2016 |
Quantitative impact of label noise on the quality of segmentation of brain tumors on MRI scans M Marcinkiewicz, G Mrukwa 2019 Federated Conference on Computer Science and Information Systems …, 2019 | 3 | 2019 |
Porównanie i klasyfikacja różnych typów histologicznych raka tarczycy w oparciu o dane pochodzące z eksperymentów obrazowania molekularnego mikromacierzy tkankowych techniką … A Kurczyk, M Gawin, M Chekan, A Wilk, K Łakomiec, G Mrukwa, ... VII Śląskie Spotkania Naukowe, 2020 | | 2020 |
Discrimination of normal oral mucosa from oral cancer by mass spectrometry imaging of proteins and lipids M Gawin, K Bednarczyk, M Chekan, A Kurczyk, G Mrukwa, M Pietrowska, ... | | 2019 |
Obrazowanie molekularne MALDI-MSI w klasyfikacji raków tarczycy M Gawin, M Pietrowska, HC Diehl, G Mrukwa, M Kalinowska-Herok, ... | | 2018 |
Discrimination of normal oral mucosa from oral cancer by mass spectrometry imaging of proteins and lipids J Polańska, M Pietrowska, G Mrukwa, A Kurczyk, M Chekan, M Gawin, ... | | 2018 |
Discrimination of oral cancer from normal oral mucosa by MALDI mass spectrometry imaging of proteins and lipids M Gawin, K Bednarczyk, M Chekan, A Kurczyk, G Mrukwa, M Pietrowska, ... The 12th Central and Eastern European Proteomic Conference jointly with The …, 2018 | | 2018 |
Molecular profiles of thyroid cancer: Classification based on features of tissue revealed by mas spectrometry imaging M Chekan, M Pietrowska, HC Diehl, G Mrukwa, M Kalinowska-Herok, ... VIRCHOWS ARCHIV 471, S166-S166, 2017 | | 2017 |