Projects funded by the NCN

Information on the principal investigator and host institution

Information of the project and the call

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Real-world super-resolution reconstruction of digital images based on self-supervised learning

2022/47/B/ST6/03009

Keywords:

super-resolution reconstruction image processing machine learning deep learning

Descriptors:

  • ST6_008:
  • ST6_011:

Panel:

ST6 - Computer science and informatics: informatics and information systems, computer science, scientific computing, intelligent systems

Host institution :

Politechnika Śląska, Wydział Automatyki, Elektroniki i Informatyki

woj. śląskie

Other projects carried out by the institution 

Principal investigator (from the host institution):

dr hab. Michał Jan Kawulok 

Number of co-investigators in the project: 5

Call: OPUS 24 - announced on 2022-07-15

Amount awarded: 939 522 PLN

Project start date (Y-m-d): 2023-06-27

Project end date (Y-m-d): 2027-06-26

Project duration:: 48 months (the same as in the proposal)

Project status: Pending project

Project description

Download the project description in a pdf file

Note - project descriptions were prepared by the authors of the applications themselves and placed in the system in an unchanged form.

Information in the final report

  • Publication in academic press/journals (1)
  • Articles in post-conference publications (4)
  1. Hyperspectral Image Super-Resolution: Task-Based Evaluation
    Authors:
    M. Kawulok, P. Kowaleczko, M. Ziaja, J. Nalepa, D. Kostrzewa, D. Latini, D. De Santis, G. Salvucci, I. Petracca, V. La Pegna, Z. Bartalis, F. Del Frate
    Academic press:
    IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (rok: 2024, tom: 17, strony: 18949-18966), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/JSTARS.2024.3475644 - link to the publication
  1. Ensembling Convolutional Neural Networks for Human Skin Segmentation
    Authors:
    P. Kuban, M. Kawulok
    Conference:
    Advances in Artificial Intelligence – IBERAMIA 2024 (rok: 2025, tom: 18th Ibero-American Conference on Artificial Intelligence (IBERAMIA 2024), strony: 185-196), Wydawca: Springer
    Data:
    konferencja 13-15 listopada 2024
    Status:
    Published
    DOI:
    10.1007/978-3-031-80366-6_16 - link to the publication
  2. Task-driven single-image super-resolution reconstruction of document scans
    Authors:
    M. Żyrek, M. Kawulok
    Conference:
    19th Conference on Computer Science and Intelligence Systems (FedCSIS) (rok: 2024, tom: Conference on Computer Science and Intelligence Systems (FedCSIS), strony: 259-264), Wydawca: IEEE
    Data:
    konferencja 8-11 września 2024
    Status:
    Published
    DOI:
    10.15439/2024F7855 - link to the publication
  3. Coupling deep and handcrafted features to assess smile genuineness
    Authors:
    B. Pawlus, B. Smolka, J. Kawulok, M. Kawulok
    Conference:
    Proc. SPIE 13034, Real-Time Image Processing and Deep Learning 2024 (rok: 2024, tom: SPIE Defense + Commercial Sensing, strony: 45664), Wydawca: SPIE
    Data:
    konferencja 21-26 kwietnia 2024
    Status:
    Published
    DOI:
    10.1117/12.3013815 - link to the publication
  4. Toward task-driven satellite image super-resolution
    Authors:
    M. Ziaja, P. Kowaleczko, D. Kostrzewa, N. Longépé, M. Kawulok
    Conference:
    IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium (rok: 2024, tom: IEEE International Geoscience and Remote Sensing Symposium (IGARSS), strony: 1235-1239), Wydawca: IEEE
    Data:
    konferencja 7-12 lipca 2024
    Status:
    Published
    DOI:
    10.1109/IGARSS53475.2024.10642397 - link to the publication

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