Projects funded by the NCN

Information on the principal investigator and host institution

Information of the project and the call

Keywords

Equipment

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Robust methods of mixed noise reduction in color digital images

2017/25/B/ST6/02219

Keywords:

color digital images noise reduction Gaussian noise impulse noise image enhancement

Descriptors:

  • ST6_8: Computer graphics, image processing, computer vision, multimedia, computer games

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):

prof. Bogdan Smołka 

Number of co-investigators in the project: 5

Call: OPUS 13 - announced on 2017-03-15

Amount awarded: 897 064 PLN

Project start date (Y-m-d): 2018-01-19

Project end date (Y-m-d): 2022-05-18

Project duration:: 52 months (the same as in the proposal)

Project status: Project settled

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.

Equipment purchased [PL]

  1. Serwer obliczeniowy (60 000 PLN)
  2. Stacja rozwojowa (12 000 PLN)
  3. Laptop (19 000 PLN)

Information in the final report

  • Publication in academic press/journals (6)
  • Articles in post-conference publications (15)
  1. Deep Learning based Switching Filter for Impulsive Noise Removal in Color Images
    Authors:
    K. Radlak, L. Malinski, B. Smolka
    Academic press:
    Sensors (rok: 2020, tom: 20, strony: 45314), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/s20102782 - link to the publication
  2. Dynamics of facial actions for assessing smile genuineness
    Authors:
    M. Kawulok, J. Nalepa, J. Kawulok, B. Smolka
    Academic press:
    Plos One (rok: 2021, tom: --, strony: PLoS ONE 16(1): e0244647), Wydawca: PLOS
    Status:
    Published
    DOI:
    10.1371/journal.pone.0244647 - link to the publication
  3. Is large improvement in efficiency of impulsive noise removal in color images still possible?
    Authors:
    L. Malinski, K. Radlak, B. Smolka
    Academic press:
    Plos One (rok: 2021, tom: --, strony: PLoS ONE 16(6): e0253117), Wydawca: Public Library of Science
    Status:
    Published
    DOI:
    10.1371/journal.pone.0253117 - link to the publication
  4. On the application of the reachability distance in the suppression of mixed Gaussian and impulsive noise in color images
    Authors:
    B. Smolka, D. Kusnik
    Academic press:
    Multimedia Tools and Applications (rok: 2020, tom: 79, strony: 32857–32879), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1007/s11042-020-09550-w - link to the publication
  5. Robust Mean Shift Filter for Mixed Gaussian and Impulsive Noise Reduction in Color Digital Images
    Authors:
    D. Kusnik, B. Smolka
    Academic press:
    Scientific Reports (rok: 2022, tom: 12, 14951, strony: --), Wydawca: Springer Nature
    Status:
    Published
    DOI:
    10.1038/s41598-022-19161-0 - link to the publication
  6. Self‑tuning fast adaptive algorithm for impulsive noise suppression in color images
    Authors:
    L. Malinski, B. Smolka
    Academic press:
    Journal of Real-Time Image Processing (rok: 2020, tom: 17, strony: 1067–1087), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1007/s11554-019-00853-2 - link to the publication
  1. Impulsive noise removal in color digital images based on the concept of digital paths
    Authors:
    B. Smolka, L. Malinski
    Conference:
    13th International Conference on Computer Science & Education (ICCSE) (rok: 2018, ), Wydawca: IEEE
    Data:
    konferencja 43320
    Status:
    Published
  2. Robust Sharpening Vector Median Filter
    Authors:
    B. Smolka
    Conference:
    2018 International Automatic Control Conference (CACS) (rok: 2018, ), Wydawca: IEEE
    Data:
    konferencja 43408
    Status:
    Published
  3. Robust switching technique of impulsive noise removal in color digital images
    Authors:
    B. Smolka, B. Cyganek, M. Kawulok, J. Nalepa
    Conference:
    Real-Time Image Processing and Deep Learning 2019 (rok: 2019, ), Wydawca: SPIE
    Data:
    konferencja 43599
    Status:
    Published
  4. Segmentation of hyperspectral images using self-organizing maps
    Authors:
    P. Sanocki, M. Kawulok, B. Smolka, J. Nalepa
    Conference:
    Real-Time Image Processing and Deep Learning 2021 (rok: 2021, ), Wydawca: SPIE
    Data:
    konferencja 44298
    Status:
    Published
  5. Defending against sparse adversarial attacks using impulsive noise reduction filters
    Authors:
    K. Radlak, M. Szczepankiewicz, B. Smolka
    Conference:
    Real-Time Image Processing and Deep Learning 2021 (rok: 2021, ), Wydawca: SPIE
    Data:
    konferencja 12.04.2021
    Status:
    Published
  6. On the efficiency of inpainting methods for marine snow removal in underwater images
    Authors:
    B. Smolka, M. Mendrela
    Conference:
    2nd International Conference on Advances in Signal Processing and Artificial Intelligence, ASPAI' 2020 (rok: 2020, ), Wydawca: IFSA Publishing
    Data:
    konferencja 18-20 November
    Status:
    Published
  7. On the suppression of mixed Gaussian and impulsive noise in color images
    Authors:
    D. Kusnik, B. Smolka
    Conference:
    IEEE International Conference on Metrology for Archaeology and Cultural Heritage. MetroArcheo 2018 (rok: 2018, ), Wydawca: IEEE
    Data:
    konferencja 43395
    Status:
    Published
  8. Robust enhancement technique for color images corrupted by impulsive noise
    Authors:
    B. Smolka, J. Nalepa, M. Kawulok, B. Cyganek
    Conference:
    SPIE Commercial + Scientific Sensing and Imaging (rok: 2018, ), Wydawca: SPIE
    Data:
    konferencja 43234
    Status:
    Published
  9. On the application of robust mean shift procedure for the enhancement of noisy color images
    Authors:
    Damian Kusnik, Bogdan Smolka
    Conference:
    IEEE International Conference on Computational Cybernetics and Cyber-Medical Systems (rok: 2022, ), Wydawca: IEEE
    Data:
    konferencja 6-9 July
    Status:
    Submitted
  10. Effcient Technique of Impulsive Noise Detection and Replacement in Color Digital Images
    Authors:
    B. Smolka
    Conference:
    The 2nd International Conference on Sensor Networks and Signal Processing (SNSP 2019) (rok: 2020, ), Wydawca: Springer
    Data:
    konferencja 43788
    Status:
    Published
  11. Deep learning for impulsive noise removal in color digital images
    Authors:
    K. Radlak, L. Malinski, B. Smolka
    Conference:
    Real-Time Image Processing and Deep Learning 2019 (rok: 2019, ), Wydawca: SPIE
    Data:
    konferencja 43599
    Status:
    Published
  12. Marine Snow Removal in Underwater Images
    Authors:
    B. Smolka, M. Mendrela
    Conference:
    International Conference on Robotics, Computer Vision and Intelligent Systems (rok: 2022, ), Wydawca: INSTICC
    Data:
    konferencja 26-27.10.2022
    Status:
    Published
  13. On impulsive noise suppression techniques in color images
    Authors:
    L. Malinski, B. Smolka
    Conference:
    International Conference on Methods and Models in Automation and Robotics (MMAR) (rok: 2018, ), Wydawca: IEEE
    Data:
    konferencja 43339
    Status:
    Published
  14. On the Application of Robust Mean Shift Procedure for the Enhancement of Noisy Color Images
    Authors:
    Damian Kusnik, Bogdan Smolka
    Conference:
    2022 IEEE 10th Jubilee International Conference on Computational Cybernetics and Cyber-Medical Systems (ICCC) (rok: 2022, ), Wydawca: IEEE
    Data:
    konferencja 06-09 July 2022
    Status:
    Published
  15. Visual front-end for underwater scene change detection and environment monitoring by the autonomous drone
    Authors:
    B. Cyganek, B. Smolka
    Conference:
    Real-Time Image Processing and Deep Learning 2019 (rok: 2019, ), Wydawca: SPIE
    Data:
    konferencja 43599
    Status:
    Published

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