Projects funded by the NCN


Information on the principal investigator and host institution

Information of the project and the call

Keywords

Equipment

Delete all

Research on fusion of tensor and soft computing methods for pattern recognition.

2011/01/B/ST6/01994

Keywords:

Pattern recognition digital signal processing tensor methods soft computing

Descriptors:

  • ST6_9: Human computer interaction, speech recognition and synthesis, natural language processing
  • ST6_4: Formal methods, foundations of computer science, including theoretical computer science, quantum algorithms
  • ST6_6: Algorithms, parallel, distributed and network algorithms, algorithmic game theory

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 Informatyki, Elektroniki i Telekomunikacji

woj. małopolskie

Other projects carried out by the institution 

Principal investigator (from the host institution):

dr hab. Bogusław Cyganek 

Number of co-investigators in the project: 5

Call: OPUS 1 - announced on 2011-03-15

Amount awarded: 548 000 PLN

Project start date (Y-m-d): 2011-12-01

Project end date (Y-m-d): 2014-11-30

Project duration:: 36 months (the same as in the proposal)

Project status: Project settled

Equipment purchased [PL]

  1. Zestaw kamer przemysłowych (5 200 PLN)
  2. Zestaw komputerowy DELL Precision T7500 z monitorem E2011H (11 300 PLN)
  3. Środowisko układów programowalnych, płyta oraz oprogramowanie wraz ze środkami do debuggowania (3 500 PLN)
  4. Kamera przenośna z osprzętem (9 700 PLN)
  5. Komputer przenośny - DELL Precision M6800 (9 827 PLN)
  6. Drukarka wielozadaniowa (1 100 PLN)
  7. Pakiet oprogramowania (2 200 PLN)

Information in the final report

  • Publication in academic press/journals (8)
  • Articles in post-conference publications (12)
  • Book publications / chapters in book publications (2)
  1. An Improved Vehicle Logo Recognition Using a Classifier Ensemble Based on Pattern Tensor Representation and Decomposition
    Authors:
    Cyganek Bogusław, Woźniak Michał
    Academic press:
    New Generation Computing (rok: 2014, tom: 33, strony: 389-408), Wydawca: Springer
    Status:
    Published
  2. Clustering-based ensembles for one-class classification. Information Sciences
    Authors:
    Krawczyk Bartosz, Woźniak Michał, Cyganek Bogusław
    Academic press:
    Information Sciences (rok: 2014, tom: 264, strony: 182-195), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.ins.2013.12.019 - link to the publication
  3. Hybrid ensemble of classifiers for logo and trademark symbols recognition
    Authors:
    Cyganek Bogusław
    Academic press:
    Soft Computing (rok: 2014, tom: 1, strony: 45311), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1007/s00500-014-1323-8 - link to the publication
  4. Wprowadzenie do pomiaru głębi obrazu za pomocą stereoskopowego układu kamer — An introduction to scene depth measurement with stereoscopic set of cameras.
    Authors:
    Bogusław CYGANEK
    Academic press:
    Przegląd Spawalnictwa (rok: 2013, tom: 1, strony: 38–43), Wydawca: Stowarzyszenie Inżynierów i Techników Mechaników Polskich
    Status:
    Published
  5. Multidimensional Data Classication with Chordal Distance Based Kernel and Support Vector Machines
    Authors:
    Cyganek Bogusław, Krawczyk Bartosz, Woźniak Michał
    Academic press:
    Engineering Applications of Artificial Intelligence (rok: 2014, tom: 46, strony: 45587), Wydawca: Elsevier
    Status:
    Published
  6. Selecting locally specialised classifiers for one-class classification ensembles
    Authors:
    Krawczyk Bartosz, Cyganek Bogusław
    Academic press:
    Pattern Analysis and Applications (rok: 2014, tom: 20, strony: 427-439), Wydawca: Springer
    Status:
    Published
  7. A Learning Based Color Image Segmentation with Extended and Compact Structural Tensor Feature Representation
    Authors:
    Jackowski Konrad, Cyganek Bogusław
    Academic press:
    Pattern Analysis and Applications (rok: 2014, tom: 20, strony: 401-414), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1007/s10044-015-0502-2 - link to the publication
  8. Teoria wyszkolenia fizycznego spawaczy i lutowaczy gazowych kluczem do kopiowania ruchów spawacza na ruchy robota
    Authors:
    Ryszard Jastrzębski, Bogusław CYGANEK, Jarosław Przytuła, Ilona Jastrzębska, Kordian Szczyrbak
    Academic press:
    Dozór Techniczny (rok: 2014, tom: 45387, strony: 74-82), Wydawca: SIGMA NOT
    Status:
    Published
  1. Embedding of the extended euclidean distance into pattern recognition with higher-order singular value decomposition of prototype tensors
    Authors:
    Bogusław CYGANEK
    Conference:
    11th IFIP TC 8 international conference, CISIM 2012 (rok: 2012, ), Wydawca: Springer, Lecture Notes in Computer Science ; ISSN 0302-9743 ; LNCS 7564
    Data:
    konferencja 26–28.09.2012
    Status:
    Published
  2. Pattern recognition framework based on the best rank-(R1,R2,...,RK) tensor approximation.
    Authors:
    Cyganek Bogusław
    Conference:
    Computational vision and medical image processing IV: Proceedings of VipIMAGE 2013 – IV ECCOMAS thematic conference on Computational vision and medical image processing, Funchal, Portugal (rok: 2013, ), Wydawca: Taylor & Francis Group
    Data:
    konferencja 14–16.10.2013
    Status:
    Published
  3. Weighted One-Class Classifier Ensemble Based on Fuzzy Feature Space Partitioning
    Authors:
    Bartosz Krawczyk, Michał Wożniak, Bogusław Cyganek
    Conference:
    22nd International Conference on Pattern Recognition ICPR 2014 (rok: 2014, ), Wydawca: IEEE Computer Society
    Data:
    konferencja 24-28 August 2014
    Status:
    Published
  4. A framework for data representation, processing, and dimensionality reduction with the best-rank tensor decomposition
    Authors:
    Bogusław CYGANEK
    Conference:
    Information Technology Interfaces : proceedings of the ITI 2012 : 34th international conference : June 25–28, 2012, Cavtat / Dubrovnik, Croatia (rok: 2012, ), Wydawca: Vesna Luzar-Stiffler, Iva Jarec, Zoran Bekic
    Data:
    konferencja 25–28.06.2012
    Status:
    Published
  5. A multi-tool for ground-truth stereo correspondence, object outlining and points-of-interest selection
    Authors:
    Bogusław CYGANEK, Katarzyna Socha
    Conference:
    First international worhshop on Visual Interfaces for Ground Truth Collection in Computer Vision Applications (rok: 2012, ), Wydawca: New York : ACM, cop. 2012
    Data:
    konferencja 21–25.05.2012
    Status:
    Published
  6. Ensemble of tensor classifiers based on the higher-order singular value decomposition
    Authors:
    Bogusław CYGANEK
    Conference:
    Hybrid Artificial Intelligent Systems : 7th international conference, HAIS 2012 (rok: 2012, ), Wydawca: Lecture Notes in Computer Science. Lecture Notes in Artificial Intelligence. Springer
    Data:
    konferencja 28–30.03.2012
    Status:
    Published
  7. Novel parallel algorithm for object recognition with the ensemble of classifiers based on the higher-order singular value decomposition of prototype pattern tensors
    Authors:
    Cyganek Bogusław, Socha Katarzyna
    Conference:
    9th International Conference on Computer Vision Theory and Applications (rok: 2014, ), Wydawca: SCITEPRESS
    Data:
    konferencja 5 - 8 January, 2014
    Status:
    Published
  8. Pixel-based object detection and tracking with ensamble of support vector machines and extended structural tensor
    Authors:
    Bogusław CYGANEK, Michał Woźniak
    Conference:
    Computational collective intelligence : technologies and applications : 4th international conference ICCCI 2012 (rok: 2012, ), Wydawca: Springer, Lecture Notes in Computer Science. Lecture Notes in Artificial Intelligence ; ISSN 0302-9743
    Data:
    konferencja 28–30.11.2012
    Status:
    Published
  9. Eye Recognition in Near-Infrared Images for Driver's Drowsiness Monitoring
    Authors:
    Cyganek Bogusław, Gruszczyński Sławomir
    Conference:
    2013 IEEE Intelligent Vehicles Symposium (IV) , Gold Coast, Australia (rok: 2013, ), Wydawca: IEEE
    Data:
    konferencja 23-26.06.2013
    Status:
    Published
  10. Vehicle Logo Recognition with an Ensemble of Classifiers
    Authors:
    Cyganek Bogusław, Woźniak Michał
    Conference:
    Intelligent Information and Database Systems 6th Asian Conference, ACIIDS 2014, Bangkok, Thailand (rok: 2014, ), Wydawca: Springer
    Data:
    konferencja April 7-9, 2014
    Status:
    Published
  11. Framework for image analysis and object recognition in industrial applications with the ensemble of classifiers.
    Authors:
    Cyganek Bogusław, Woźniak Michał
    Conference:
    ETFA'2013 Proceedings of 18 IEEE international conference on Emerging Technologies and Factory Automation, Cagliari, Italy (rok: 2013, ), Wydawca: IEEE
    Data:
    konferencja September 10–13, 2013
    Status:
    Published
  12. Object Recognition with the Higher-Order Singular Value Decomposition of the Multi-Dimensional Prototype Tensors
    Authors:
    Cyganek Bogusław
    Conference:
    3rd Computer Science On-line Conference (CSOC 2014). Advances in Intelligent Systems and Computing (rok: 2014, ), Wydawca: Springer
    Data:
    konferencja April 28-30, 2014
    Status:
    Published
  1. Visual Pattern Recognition Framework Based on the Best Rank Tensor Decomposition
    Authors:
    Bogusław CYGANEK
    Book:
    Developments in Medical Image Processing and Computational Vision, Lecture Notes in Computational Vision and Biomechanics (rok: 2014, tom: 19, strony: 45306), Wydawca: Springer
    Status:
    Accepted for publication
  2. Object Detection and Recognition in Digital Images: Theory and Practice
    Authors:
    Bogusław CYGANEK
    Book:
    Object Detection and Recognition in Digital Images: Theory and Practice (rok: 2013, tom: 1, strony: 1-548), Wydawca: Wiley
    Status:
    Published