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Wojciech Dudzik
Wojciech Dudzik
Institute of Informatics, Silesian University of Technology
Verified email at polsl.pl
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Cited by
Year
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
17792018
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
552020
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
322019
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
322019
Evolving data-adaptive support vector machines for binary classification
W Dudzik, J Nalepa, M Kawulok
Knowledge-Based Systems 227, 107221, 2021
262021
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
152018
Detection and segmentation of brain tumors from MRI using U-nets
K Kotowski, J Nalepa, W Dudzik
Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries …, 2020
102020
An alternating genetic algorithm for selecting SVM model and training set
M Kawulok, J Nalepa, W Dudzik
Pattern Recognition: 9th Mexican Conference, MCPR 2017, Huatulco, Mexico …, 2017
82017
Automated optimization of non-linear support vector machines for binary classification
W Dudzik, J Nalepa, M Kawulok
International Conference on Intelligent Networking and Collaborative Systems …, 2018
52018
Memetic evolution of training sets with adaptive radial basis kernels for support vector machines
J Nalepa, W Dudzik, M Kawulok
2020 25th International Conference on Pattern Recognition (ICPR), 5503-5510, 2021
42021
Optimizing training data and hyperparameters of support vector machines using a memetic algorithm
W Dudzik, M Kawulok, J Nalepa
Man-Machine Interactions 6: 6th International Conference on Man-Machine …, 2020
42020
Evolutionarily-tuned support vector machines
W Dudzik, M Kawulok, J Nalepa
Proceedings of the Genetic and Evolutionary Computation Conference Companion …, 2019
42019
Evolutionary cortical surface segmentation
M Walczak, J Nalepa, M Kawulok, W Dudzik, B Smolka
Real-Time Image and Video Processing 2018 10670, 104-114, 2018
32018
Cascades of evolutionary support vector machines
W Dudzik, J Nalepa, M Kawulok
Proceedings of the Genetic and Evolutionary Computation Conference Companion …, 2022
22022
Tuning and evolving support vector machine models
J Nalepa, M Kawulok, W Dudzik
Man-Machine Interactions 5: 5th International Conference on Man-Machine …, 2018
22018
Fusing Deep Learning with Support Vector Machines to Detect COVID-19 in X-Ray Images
J Nalepa, P Bosowski, W Dudzik, M Kawulok
Asian Conference on Intelligent Information and Database Systems, 340-353, 2022
12022
Ensembles of evolutionarily-constructed support vector machine cascades
W Dudzik, J Nalepa, M Kawulok
Knowledge-Based Systems, 111490, 2024
2024
Evolutionary algorithms meet classical and deep machine learning for skin detection in color images
J Nalepa, S Czembor, W Dudzik, M Kawulok
Proceedings of the Genetic and Evolutionary Computation Conference Companion …, 2022
2022
Quantification of differences in brain tumor detection on multimodal MRI using deep neural network
K Leszczorz, W Dudzik, J Nalepa, J Polanska
European Congress of Radiology-ECR 2020, 2020
2020
ECONIB: AI for fully-automated segmentation and assessment of glioma from DCE-MRI
J Nalepa, PR Lorenzo, M Marcinkiewicz, B Bobek-Billewicz, ...
European Congress of Radiology-ECR 2019, 2019
2019
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