Search Results - "Marcinkiewicz, Michal"

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  1. 1

    Data Augmentation for Brain-Tumor Segmentation: A Review by Nalepa, Jakub, Marcinkiewicz, Michal, Kawulok, Michal

    Published in Frontiers in computational neuroscience (11-12-2019)
    “…Data augmentation is a popular technique which helps improve generalization capabilities of deep neural networks, and can be perceived as implicit…”
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    Journal Article
  2. 2

    Hyperspectral Band Selection Using Attention-Based Convolutional Neural Networks by Ribalta Lorenzo, Pablo, Tulczyjew, Lukasz, Marcinkiewicz, Michal, Nalepa, Jakub

    Published in IEEE access (2020)
    “…Hyperspectral imaging has become a mature technology which brings exciting possibilities in various domains, including satellite image analysis. However, the…”
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    Journal Article
  3. 3

    Terahertz imaging of Landau levels in HgTe-based topological insulators by Kadykov, Aleksandr M., Torres, Jeremie, Krishtopenko, Sergey S., Consejo, Christophe, Ruffenach, Sandra, Marcinkiewicz, Michal, But, Dmytro, Knap, Wojciech, Morozov, Sergey V., Gavrilenko, Vladimir I., Mikhailov, Nikolai N., Dvoretsky, Sergey A., Teppe, Frederic

    Published in Applied physics letters (27-06-2016)
    “…We report on sub-terahertz photoconductivity under the magnetic field of a two dimensional topological insulator based on HgTe quantum wells. We perform a…”
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    Journal Article
  4. 4
  5. 5

    Towards resource-frugal deep convolutional neural networks for hyperspectral image segmentation by Nalepa, Jakub, Antoniak, Marek, Myller, Michal, Ribalta Lorenzo, Pablo, Marcinkiewicz, Michal

    Published in Microprocessors and microsystems (01-03-2020)
    “…Hyperspectral image analysis has been gaining research attention thanks to the current advances in sensor design which have made acquiring such imagery much…”
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    Journal Article
  6. 6
  7. 7

    Quantitative Impact of Label Noise on the Quality of Segmentation of Brain Tumors on MRI scans by Marcinkiewicz, Michat, Mrukwa, Grzegorz

    “…Over the last few years, deep learmng has proven to be a great solution to many problems, such as image or text classification. Recently, deep learning-based…”
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    Conference Proceeding
  8. 8

    Data Augmentation via Image Registration by Nalepa, Jakub, Cwiek, Marcin, Dudzik, Wojciech, Kawulok, Michal, Hayball, Michael P., Mrukwa, Grzegorz, Piechaczek, Szymon, Lorenzo, Pablo Ribalta, Marcinkiewicz, Michal, Bobek-Billewicz, Barbara, Wawrzyniak, Pawel, Ulrych, Pawel, Szymanek, Janusz

    “…Data augmentation helps improve generalization of deep neural networks, and can be perceived as implicit regularization. It is pivotal in scenarios in which…”
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    Conference Proceeding
  9. 9

    Segmentation of Multispectral Data Simulated from Hyperspectral Imagery by Marcinkiewicz, Michal, Kawulok, Michal, Nalepa, Jakub

    “…Hyperspectral satellite imaging has been gaining enormous research attention due to the latest advancements in the sensor technology, and the amount of…”
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    Conference Proceeding
  10. 10

    Optimized U-Net for Brain Tumor Segmentation by Futrega, Michał, Milesi, Alexandre, Marcinkiewicz, Michal, Ribalta, Pablo

    Published 07-10-2021
    “…We propose an optimized U-Net architecture for a brain tumor segmentation task in the BraTS21 challenge. To find the optimal model architecture and the…”
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    Journal Article
  11. 11

    ScaleFold: Reducing AlphaFold Initial Training Time to 10 Hours by Zhu, Feiwen, Nowaczynski, Arkadiusz, Li, Rundong, Xin, Jie, Song, Yifei, Marcinkiewicz, Michal, Eryilmaz, Sukru Burc, Yang, Jun, Andersch, Michael

    Published 17-04-2024
    “…AlphaFold2 has been hailed as a breakthrough in protein folding. It can rapidly predict protein structures with lab-grade accuracy. However, its implementation…”
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    Journal Article
  12. 12
  13. 13

    Segmentation of Hyperspectral Images Using Quantized Convolutional Neural Networks by Lorenzo, Pablo Ribalta, Marcinkiewicz, Michal, Nalepa, Jakub

    “…Image segmentation is a pivotal task in hyperspectral image processing. Usually, it is performed in a setting where neither the environment nor the hardware…”
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    Conference Proceeding
  14. 14

    Band Selection from Hyperspectral Images Using Attention-based Convolutional Neural Networks by Lorenzo, Pablo Ribalta, Tulczyjew, Lukasz, Marcinkiewicz, Michal, Nalepa, Jakub

    Published 24-10-2018
    “…This paper introduces new attention-based convolutional neural networks for selecting bands from hyperspectral images. The proposed approach re-uses…”
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    Journal Article
  15. 15

    Fully-automated deep learning-powered system for DCE-MRI analysis of brain tumors by Nalepa, Jakub, Lorenzo, Pablo Ribalta, Marcinkiewicz, Michal, Bobek-Billewicz, Barbara, Wawrzyniak, Pawel, Walczak, Maksym, Kawulok, Michal, Dudzik, Wojciech, Mrukwa, Grzegorz, Ulrych, Pawel, Hayball, Michael P

    Published 18-07-2019
    “…Dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) plays an important role in diagnosis and grading of brain tumor. Although manual DCE biomarker…”
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    Journal Article
  16. 16

    Quantitative Impact of Label Noise on the Quality of Segmentation of Brain Tumors on MRI scans by Marcinkiewicz, Michał, Mrukwa, Grzegorz

    Published 18-09-2019
    “…Over the last few years, deep learning has proven to be a great solution to many problems, such as image or text classification. Recently, deep learning-based…”
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    Journal Article
  17. 17
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    Obecność muzułmanów i imigrantów w polskim dyskursie publicznym na przykładzie doniesień prasowych dotyczących wydarzeń w Ełku na przełomie 2016 i 2017 roku by Łyszczarz, Michał, Marcinkiewicz, Stefan Michał

    Published in Media, kultura, komunikacja społeczna (30-01-2019)
    “…Przedmiotem artykułu jest analiza dyskursu publicznego w Polsce na podstawie doniesień prasowych dotyczących wydarzeń w Ełku w sylwestrową noc 2017 roku. W…”
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    Journal Article