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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Development of new machine learning methods for human actions evaluation and recognition

2015/17/D/ST6/04051

Keywords:

Rozpoznawanie i ocena aktywności ruchowej uczenie maszynowe modelowanie ruchu sport rehabilitacja

Descriptors:

  • ST6_11: Machine learning, statistical data processing and applications using signal processing (e.g. speech, image, video)
  • ST6_9: Human computer interaction, speech recognition and synthesis, natural language processing
  • 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 :

Uniwersytet Pedagogiczny im. Komisji Edukacji Narodowej w Krakowie

woj. małopolskie

Other projects carried out by the institution 

Principal investigator (from the host institution):

dr Tomasz Hachaj 

Number of co-investigators in the project: 3

Call: SONATA 9 - announced on 2015-03-16

Amount awarded: 315 200 PLN

Project start date (Y-m-d): 2016-02-08

Project end date (Y-m-d): 2020-02-07

Project duration:: 48 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. Bezprzewodowy system akwizycji ruchu + konieczne oprogramowanie (80 000 PLN)
  2. Laptop + system operacyjny (5 869 PLN)
  3. Laptop + system operacyjny (6 000 PLN)

Information in the final report

  • Publication in academic press/journals (11)
  • Articles in post-conference publications (13)
  1. Evaluation of Pattern Recognition Methods for Head Gesture-Based Interface of a Virtual Reality Helmet Equipped with a Single IMU Sensor
    Authors:
    Tomasz Hachaj, Marcin Piekarczyk
    Academic press:
    Sensors (rok: 2019, tom: 19, strony: 45310), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/s19245408 - link to the publication
  2. Evaluation of Gesture Description Language in the role of touchless interface for virtual reality environment
    Authors:
    Tomasz Hachaj, Marek R. OGIELA, Danuta BARANIEWICZ
    Academic press:
    Przegląd Elektrotechniczny (rok: 2017, tom: 5, strony: 57-66), Wydawca: SIGMA-NOT
    Status:
    Published
    DOI:
    10.15199/48.2017.05.12 - link to the publication
  3. Heuristic method for calculation of human body translation using data from inertial motion capture costume
    Authors:
    Tomasz Hachaj, Marek Ogiela
    Academic press:
    International Journal of Electrical and Electronic Engineering & Telecommunications (rok: 2018, tom: 7, strony: 26-29), Wydawca: International Journal of Electrical and Electronic Engineering & Telecommunications
    Status:
    Published
    DOI:
    10.18178/ijeetc.7.1.26-29 - link to the publication
  4. Advanced Human Motion Trajectories Comparison using Dynamic Path Warping approach
    Authors:
    Tomasz Hachaj, Marcin Piekarczyk
    Academic press:
    WSEAS Transactions on Computers (rok: 2019, tom: 18, strony: 31-45), Wydawca: WSEAS
    Status:
    Published
    DOI:
    brak - link to the publication
  5. Application of Multi-Staged Dynamic Time Warping to Upper Limbs Motion Analysis
    Authors:
    Tomasz Hachaj
    Academic press:
    WSEAS Transactions on Information Science and Applications (rok: 2019, tom: 16, strony: 35-48), Wydawca: WSEAS
    Status:
    Published
    DOI:
    brak - link to the publication
  6. Improving Human Motion Classification by Applying Bagging and Symmetry to PCA-Based Features
    Authors:
    Tomasz Hachaj
    Academic press:
    Symmetry (rok: 2019, tom: 11, strony: 45309), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/sym11101264 - link to the publication
  7. Averaging of motion capture recordings for movements' templates generation
    Authors:
    Tomasz Hachaj, Katarzyna Koptyra, Marek R. Ogiela
    Academic press:
    Multimedia Tools and Applications (rok: 2018, tom: 77, strony: 30353–30380), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1007/s11042-018-6137-8 - link to the publication
  8. Human actions analysis: templates generation, matching and visualization applied to motion capture of highly-skilled karate athletes
    Authors:
    Tomasz Hachaj, Marcin Piekarczyk, Marek R. Ogiela
    Academic press:
    Sensors (rok: 2017, tom: 17 (11), strony: 45315), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/s17112590 - link to the publication
  9. Human actions recognition from motion capture recordings using signal resampling and pattern recognition methods
    Authors:
    Tomasz Hachaj, Marek R. Ogiela, Katarzyna Koptyra
    Academic press:
    Annals of Operations Research (rok: 2018, tom: 265, strony: 223–239), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1007/s10479-016-2308-z - link to the publication
  10. RMoCap: an R language package for processing and kinematic analyzing motion capture data
    Authors:
    Tomasz Hachaj, Marek R. Ogiela
    Academic press:
    Multimedia Systems (rok: 2019, ), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1007/s00530-019-00633-9 - link to the publication
  11. The adaptation of GDL motion recognition system to sport and rehabilitation techniques analysis
    Authors:
    Tomasz Hachaj, Marek R. Ogiela
    Academic press:
    Journal of Medical Systems (rok: 2016, tom: 40, strony: numer artykułu 137), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1007/s10916-016-0493-6 - link to the publication
  1. Signal processing methods in human motion path analysis: a use case for karate kata
    Authors:
    Tomasz Hachaj, Marcin Piekarczyk, Marek R. Ogiela
    Conference:
    2nd European Conference on Electrical Engineering & Computer Science (rok: 2018, ), Wydawca: IEEE
    Data:
    konferencja 20-22 grudnia
    Status:
    Accepted for publication
  2. Supporting rehabilitation process with novel motion capture analysis method
    Authors:
    Tomasz Hachaj, Marcin Piekarczyk, Marek R. Ogiela
    Conference:
    2nd European Conference on Electrical Engineering & Computer Science (rok: 2018, ), Wydawca: IEEE
    Data:
    konferencja 20-22 grudnia
    Status:
    Accepted for publication
  3. Advanced human motion analysis and visualization: comparison of mawashi-geri kick of two elite karate athletes
    Authors:
    Tomasz Hachaj, Marek R. Ogiela, Marcin Piekarczyk, Katarzyna Koptyra
    Conference:
    The 2017 IEEE Symposium Series on Computational Intelligence (IEEE SSCI 2017) (rok: 2017, ), Wydawca: IEEE
    Data:
    konferencja 27 listopada - 1 grudnia 2017
    Status:
    Published
  4. How to solve common human actions recognition use cases with Gesture Description Language
    Authors:
    Tomasz Hachaj
    Conference:
    2016 International Conference on Intelligent Networking and Collaborative Systems (rok: 2016, ), Wydawca: IEEE
    Data:
    konferencja 7-9 września 2016
    Status:
    Published
  5. The open online repository of karate motion capture data: a tool for scientists and sport educators
    Authors:
    Tomasz Hachaj, Marek R. Ogiela, Marcin Piekarczyk
    Conference:
    The 2017 IEEE Symposium Series on Computational Intelligence (IEEE SSCI 2017) (rok: 2017, ), Wydawca: IEEE
    Data:
    konferencja 27 listopada - 1 grudnia 2017
    Status:
    Published
  6. Key Frames Detection in Motion Capture Recordings Using Machine Learning Approaches
    Authors:
    Tomasz Hachaj
    Conference:
    8th International Conference on Image Processing and Communications (rok: 2017, ), Wydawca: Springer
    Data:
    konferencja 7-9 września 2016
    Status:
    Published
    DOI:
    link to the publication
  7. Rule-based Action Recognition: Performance Comparison Between Lua and GDL script Language
    Authors:
    Tomasz Hachaj, Marek R. Ogiela
    Conference:
    10th International Conference on Complex, Intelligent, and Software Intensive Systems (rok: 2016, ), Wydawca: IEEE
    Data:
    konferencja 6-8 lipca 2016
    Status:
    Published
  8. Averaging three-dimensional time-varying sequences of rotations : application to preprocessing of motion capture data
    Authors:
    Tomasz Hachaj, Marek R. Ogiela, Marcin Piekarczyk, Katarzyna Koptyra
    Conference:
    SCIA 2017 SCANDINAVIAN CONFERENCE ON IMAGE ANALYSIS (rok: 2017, ), Wydawca: Springer
    Data:
    konferencja 12-14 czerwca 2017
    Status:
    Published
  9. Classification of karate kicks with Hidden Markov Models classifier and angle-based features
    Authors:
    Tomasz Hachaj, Marek R. Ogiela
    Conference:
    11th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI) (rok: 2018, ), Wydawca: IEEE
    Data:
    konferencja 13-15 października 2018
    Status:
    Published
  10. Data-driven approach to human motion modelling with Lua and Gesture Description Language
    Authors:
    Tomasz Hachaj, Katarzyna Koptyra, Marek R. Ogiela
    Conference:
    9th International Conference on Machine Vision (rok: 2017, ), Wydawca: SPIE
    Data:
    konferencja 18-20 listopada 2016
    Status:
    Published
  11. How repetitive are karate kicks performed by skilled practitioners?
    Authors:
    Tomasz Hachaj, Marek R. Ogiela, Marcin Piekarczyk
    Conference:
    10th International Conference on Computer and Automation Engineering (rok: 2018, ), Wydawca: ACM
    Data:
    konferencja 24-26 luty 2018
    Status:
    Published
  12. Initial proposition of kinematics model for selected karate actions analysis
    Authors:
    Tomasz Hachaj, Katarzyna Koptyra, Marek R. Ogiela
    Conference:
    9th International Conference on Machine Vision (rok: 2016, ), Wydawca: SPIE
    Data:
    konferencja 18-20 listopada 2016
    Status:
    Published
  13. Head Motion Classification for Single-Accelerometer Virtual Reality Hardware
    Authors:
    Tomasz Hachaj, Marek R. Ogiela
    Conference:
    2019 5th International Conference on Frontiers of Signal Processing (ICFSP), Marseille, France (rok: 2019, ), Wydawca: IEEE
    Data:
    konferencja 43726
    Status:
    Published

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