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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The development of computing resources organization in latest generation of heterogeneous reconfigurable devices enabling real-time processing of UHD/4K video stream

2016/23/D/ST6/01389

Keywords:

FPGA Zynq image processing image analysis hardware-software computing heterogenous computing platforms embedded vision systems real-time vision systems

Descriptors:

  • ST6_8: Computer graphics, image processing, computer vision, multimedia, computer games
  • ST6_2: Computer systems, parallel/distributed systems, sensor networks, embedded systems, cyber-physical systems
  • ST6_1: Computer architecture, ubiquitous computing

Panel:

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

Host institution :

Akademia Górniczo-Hutnicza im. Stanisława Staszica w Krakowie, Wydział Elektrotechniki, Automatyki, Informatyki i Inżynierii Biomedycznej

woj. małopolskie

Other projects carried out by the institution 

Principal investigator (from the host institution):

dr Tomasz Kryjak 

Number of co-investigators in the project: 2

Call: SONATA 12 - announced on 2016-09-15

Amount awarded: 255 600 PLN

Project start date (Y-m-d): 2017-07-25

Project end date (Y-m-d): 2022-07-24

Project duration:: 60 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. Wydajny komputer stacjonarny z dwoma moniotrami UHD (15 000 PLN)
  2. Dwa szybkie dyski SDD 1TB.
  3. Kamera sportowa 4K HDMI.
  4. Karta wejścia/wyjścia HDMI 2.0 (2 szt.) (30 000 PLN)
  5. Zestaw ewaluacyjny MARS z układem Zynq UltraScale+ MPSoC.
  6. Kamery (2 szt.) 4K HDMI.

Information in the final report

  • Publication in academic press/journals (5)
  • Articles in post-conference publications (12)
  1. Embedded Object Detection with Custom LittleNet, FINN and Vitis AI DCNN Accelerators
    Authors:
    Michał Machura, Michał Daniłowicz, Tomasz Kryjak
    Academic press:
    Journal of Low Power Electronics and Applications (rok: 2022, tom: vol. 12 iss. 2 art. no. 30, strony: 12785), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/jlpea12020030 - link to the publication
  2. Real-time FPGA implementation of parallel connected component labelling for a 4K video stream
    Authors:
    Marcin Kowalczyk, Piotr Ciarach, Dominika Przewłocka, Hubert Szolc, Tomasz Kryjak
    Academic press:
    Journal of Signal Processing Systems (rok: 2021, tom: 93, strony: 481-498), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1007/s11265-021-01636-4 - link to the publication
  3. An Efficient Real-Time FPGA-Based ORB Feature Extraction for an UHD Video Stream for Embedded Visual SLAM
    Authors:
    Mateusz Wąsala, Hubert Szolc, Tomasz Kryjak
    Academic press:
    Electronics (rok: 2022, tom: vol. 11 iss. 14 art. no. 2259, strony: 45311), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/electronics11142259 - link to the publication
  4. Real-Time CLAHE Algorithm Implementation in SoC FPGA Device for 4K UHD Video Stream
    Authors:
    Tomasz Kryjak, Krzysztof Błachut, Hubert Szolc, Mateusz Wąsala
    Academic press:
    Electronics (rok: 2022, tom: vol. 11 iss. 14 art. no. 2248, strony: 45315), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/electronics11142248 - link to the publication
  5. Real-time efficient FPGA implementation of the multi-scale Lucas-Kanade and Horn-Schunck optical flow algorithms for a 4K video stream
    Authors:
    Krzysztof Błachut, Tomasz Kryjak
    Academic press:
    Sensors (rok: 2022, tom: vol. 22 iss. 13 art. no. 5017, strony: 11689), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/s22135017 - link to the publication
  1. Real-time implementation of adaptive correltaion filter tracking for 4K video stream in Zynq UltraScale+ MPSoC
    Authors:
    Marcin Kowlaczyk, Dominika Przewłocka, Tomasz Kryjak
    Conference:
    The 2019 Conference on Design and Architectures for Signal & Image Processing (rok: 2019, ), Wydawca: IEEE
    Data:
    konferencja 43754
    Status:
    Published
  2. The use of HACP+SBT lossless compression in optimizing memory bandwidth requirement for hardware implementation of background modelling algorithms
    Authors:
    Kamil Piszczek, Piotr Janus, Tomaz Kryjak
    Conference:
    Applied Reconfigurable Computing : architectures, tools and applications: 14th international symposium, ARC 2018 (rok: 2018, ), Wydawca: Springer
    Data:
    konferencja 2-4 maj 2018
    Status:
    Published
  3. Real-time HOG+ SVM based object detection using SoC FPGA for a UHD video stream
    Authors:
    Mateusz Wąsala, Tomasz Kryjak
    Conference:
    11th Mediterranean Conference on Embedded Computing (MECO) (rok: 2022, ), Wydawca: IEEE
    Data:
    konferencja 7–10 czerwca 2022
    Status:
    Published
  4. Real-time embedded object tracking with Discriminative Correlation Filters using convolutional features
    Authors:
    Michał Daniłowicz, Tomasz Kryjak
    Conference:
    The 18th International Symposium on Applied Reconfigurable Computing (rok: 2022, ), Wydawca: Springer
    Data:
    konferencja 19-20.09.2022
    Status:
    Published
  5. A Connected Component Labelling algorithm for a multi-pixel per clock cycle video stream
    Authors:
    Marcin Kowalczyk, Tomasz Kryjak
    Conference:
    24th Euromicro Conference on Digital System Design (DSD) (rok: 2021, ), Wydawca: IEEE
    Data:
    konferencja 2021-09-01 - 2021-09-03
    Status:
    Published
  6. Hardware implementation of the Gaussian Mixture Model foreground object segmentation algorithm working with ultra-high resolution video stream in real-time
    Authors:
    Piotr Janus, Tomasz Kryjak
    Conference:
    Signal Processing : Algorithms, Architectures, Arrangements and Applications - SPA 2018 (rok: 2018, ), Wydawca: IEEE
    Data:
    konferencja 19-21.09.2018
    Status:
    Published
  7. Optimisation of a Siamese neural network for real-time energy efficient object tracking
    Authors:
    Dominika Przewłocka, Mateusz Wąsala, Hubert Szolc, Krzysztof Błachut, Tomasz Kryjak
    Conference:
    International Conference on Computer Vision and Graphics (ICCVG) (rok: 2020, ), Wydawca: Springer International Publishing
    Data:
    konferencja 14-16.09.2020
    Status:
    Published
  8. Towards Real-Time and Energy Efficient Siamese Tracking – A Hardware-Software Approach
    Authors:
    Dominika Przewłocka-Rus, Tomasz Kryjak
    Conference:
    DASIP 2022: Design and Architecture for Signal and Image Processing (rok: 2022, ), Wydawca: Lecture Notes in Computer Science, vol 13425. Springer, Cham.
    Data:
    konferencja 20-22.06.2022
    Status:
    Published
  9. Embedded vision system for automated drone landing site detection
    Authors:
    Patryk Frączek, Andre Mora, Tomasz Kryjak
    Conference:
    International Conference on Computer Vision and Graphics - ICCVG 2018 (rok: 2018, ), Wydawca: Springer
    Data:
    konferencja 17-19.09.2018
    Status:
    Published
  10. Exploration of Hardware Acceleration Methods for an XNOR Traffic Signs Classifier
    Authors:
    Dominika Przewlocka-Rus, Marcin Kowalczyk, Tomasz Kryjak
    Conference:
    Progress in Image Processing, Pattern Recognition and Communication Systems. CORES 2021, (rok: 2021, ), Wydawca: Springer, Cham.
    Data:
    konferencja 44375
    Status:
    Published
  11. Real-time FPGA implementation of connected component labelling for a 4K video stream
    Authors:
    Piotr Ciarach, Marcin Kowalczyk, Dominika Przewłocka, Tomasz Kryjak
    Conference:
    Applied Reconfigurable Computing : architectures, tools and applications: 15th international symposium, ARC 2019 (rok: 2019, ), Wydawca: Springer
    Data:
    konferencja 43564
    Status:
    Published
  12. Real-time implementation of contextual image processing operations for 4K video stream in Zynq UltraScale+ MPSoC
    Authors:
    Marcin Kowalczyk, Dominika Przewłocka, Tomasz Kryjak
    Conference:
    The 2018 Conference on Design & Architectures for Signal & Image Processing (rok: 2018, ), Wydawca: IEEE
    Data:
    konferencja 10-12.10.2018
    Status:
    Published