Abonnement à la biblothèque: Guest
Telecommunications and Radio Engineering

Publication de 12  numéros par an

ISSN Imprimer: 0040-2508

ISSN En ligne: 1943-6009

SJR: 0.185 SNIP: 0.268 CiteScore™:: 1.5 H-Index: 22

Indexed in

THE APPLICATION OF NON-PARAMETRIC STATISTICS METHODS IN IMAGE CLASSIFIERS BASED ON STRUCTURAL DESCRIPTION COMPONENTS

Volume 79, Numéro 10, 2020, pp. 855-863
DOI: 10.1615/TelecomRadEng.v79.i10.30
Get accessGet access

RÉSUMÉ

The results of the solution of image classification problems in computer vision systems using structural methods are presented. The models of statistical data estimation during the image relevance definition and classification were developed. A component-by-component presentation of descriptions with the estimation of mathematical expectation and variance values was proposed. The integrated criteria of data relevance based on these estimated values follow and implemented. The mathematical and software data processing and analysis models for the classification based on the structural description were developed, the properties of the application of these models were investigated, and the analysis of image processing efficiency was performed. The efficiency of classification using statistical estimations for the system of components for descriptors has been experimentally confirmed. Based on the research, a conclusion about the effectiveness of classification technologies using non-parametric evaluation for etalon data for the compression of the feature space and computational cost reduction was reached.

RÉFÉRENCES
  1. Gorokhovatskyi, V., Gadetska, S., and Stiahlyk, N., (2020) Image structural classification technologies based on statistical analysis of descriptions in the form of bit descriptor set, In CEUR Workshop Proceedings: Computer Modeling and Intelligent Systems (CMIS-2020), 2608, pp. 1027-1039.

  2. Gorokhovatskyi, V., Gadetska, S., and Ponomarenko, R., (2019) Recognition of Visual Objects Based on Statistical Distributions for Blocks of Structural Description of Image, Lecture Notes in Computational Intelligence and Decision Making. Proceedings of the XV International Scientific Conference "Intellectual Systems of Decision Making and Problems of Computational Intelligence" (ISDMCI'2019), pp. 501-512.

  3. Peters, J.F., (2017) Foundations of Computer Vision: Computational Geometry, Visual Image Structures and Object Shape Detection, Cham, Switzerland: Springer International Publisher, 417 p.

  4. Gorokhovatskyi, V. and Tvoroshenko, I., (2020) Image Classification Based on the Kohonen Network and the Data Space Modification, In CEUR Workshop Proceedings: Computer Modeling and Intelligent Systems (CMIS-2020), 2608, pp. 1013-1026.

  5. Gorokhovatskyi, V.A., (2016) Efficient Estimation of Visual Object Relevance during Recognition through their Vector Descriptions, Telecommunications and Radio Engineering, 75(14), pp. 1271-1283.

  6. Gorokhovatskyi, V.O., Tvoroshenko, I.S., and Peredrii, O.O., (2020) Image classification method modification based on model of logic processing of bit description weights vector, Telecommunications and Radio Engineering, 79(1), pp. 59-69.

  7. Gorokhovatskyi, V.O., Gadetska, S.V., and Stiahlyk, N.I., (2019) Study of statistical properties of the block representation model for a set of key image descriptors, Radio Electronics Computer Science Control, 2, pp. 100-107.

  8. Duda, R.O., Hart, P.E., and Stork, D.G., (2000) Pattern Classification, Hoboken, USA: John Wiley & Sons, 738 p.

  9. Leutenegger, S., Chli, M., and Siegwart, R., (2011) BRISK: Binary Robust Invariant Scalable Keypoints, Proceedings of 2011 IEEE International Conference on Computer Vision (ICCV), pp. 2548-2555.

  10. Rublee, E., Rabaud, V., Konolige, K., and Bradski, G., (2011) ORB: an efficient alternative to SIFT or SURF, Proceedings of 2011 IEEE International Conference on Computer Vision (ICCV), pp. 2564-2571.

  11. Sonka, M., Hlavac, V., and Boyle, R., (2014) Image Processing, Analysis, and Machine Vision, Atlanta, USA: Thomson-Engineering, 920 p.

  12. Feller, V., (1984) Introduction to Probability Theory and its Applications, Moscow, Russia: World, 528 p., (in Russian).

  13. Nong, Ye, (2013) Data Mining: Theories, Algorithms, and Examples, Florida, USA: CRC Press, 349 p.

  14. Szeliski, R., (2010) Computer Vision: Algorithms and Applications, London, Great Britain: Springer-Verlag, 957 p.

  15. Flah, P., (2015) Machine Learning. The Science and Art of Building Algorithms that Extract Knowledge from Data, Moscow, Russia: DMK Press, 400 p., (in Russian).

  16. Porter, F., Testing Consistency of Two Histograms, https://www.researchgate.net/publication/ 1917663_Testing_Consistency_of_Two_Histograms.

  17. Kacprzyk, J. and Pedrycz, W., (2015) Springer Handbook of Computational Intelligence, Berlin Heidelberg, Germany: Springer-Verlag, 1633 p.

  18. Sharma, G. and Schiele, B., (2015) Scalable Nonlinear Embeddings for Semantic Category-based Image Retrieval, Proceedings of 2015 IEEE International Conference on Computer Vision (ICCV), pp. 7-13.

CITÉ PAR
  1. Daradkeh Yousef Ibrahim, Tvoroshenko Iryna, Gorokhovatskyi Volodymyr, Latiff Liza Abdul, Ahmad Norulhusna, Development of Effective Methods for Structural Image Recognition Using the Principles of Data Granulation and Apparatus of Fuzzy Logic, IEEE Access, 9, 2021. Crossref

Prochains articles

A Slotted Pentagon Shape Quad Band Two-Element Millimeter Wave MIMO Antenna using Theory of Characteristic Modes Parveez Shariff B G, Sameena Pathan, Pallavi R Mane, Tanweer Ali Design and Develop Low power memory controller for GC-eDRAM cell using ICG Shravan Chintam, Kaleem Fatima, Paidimarry Chandra sekhar Lighting up Data: The Future of Wireless Data Transfer with Li-Fi Technology Balaka Biswas, Aryan Nakhale , Aditya Roshan Sinha Design of Implantable Antennas for Biomedical Applications M Satish Kumar, Sivasubramanyam Medasani , Penchala Reddy Sura, Tathababu Addepalli, Jetti Chandra Sekhar Rao, J Prasanth Kumar, B.Y.V.N.R. Swamy, A L Siridhara Diffraction Problem with Time-Varying Boundary Conditions Fatih Erden A Proposed MIMO Antenna Design for Ultra-Wideband THz Applications Amin Al Ka'bi, Ali Mustafa Interconnection scheme for multi-protocols heterogeneous wireless communication system in civil airport Wei Zhang, He Li, Yuchu Ji, Yang Wang Design and implementation of MIMO antenna for S-band satellite applications Suganya E, Anita Jones Mary Pushpa T, Prabhu T PROPAGATION OF VECTOR VORTEX BEAMS EXCITED BY A TERAHERTZ LASER DIELECTRIC RESONATOR Anrey Degtyarev, Mykola Dubinin, Vyacheslav Maslov, Konstantin Muntean, Oleg Svistunov DEVELOPMENT OF NOVEL CONFORMAL ARRAY ANTENNA FOR AIRBORNE APPLICATIONS Ch V Ravi Sankar, PVY Jayasree, Devana V.N Koteswara Rao , Mohammad Taj, Kolasani Rajkamal, Vegiraju Satya Sudha Hexagonal-Shaped Antenna with DGS for Band-notch Ultra-Wideband and V2X Applications Rahul Kumar Garg, Sarthak Singhal Research and design of multi-attitude DF-GNNRL simulation technology based on satellite downlink beam calculation Liping Qiao, Li Zhang, Lei Feng A Design of Microstrip Low-pass Filter using ground-plane coplanar waveguide (GCPW) Farah Mehdi Chemseddine, Elbouslemti Rahmouna, Vincent Didier Earthen Lamp Shaped DGS Dual Band Microstrip Patch Antenna for High Return Loss in Biomedical Application Sonam Gour, Amit Rathi Compact Inset-Fed Rectangular Patch antenna for C band Applications Albert William raj, K.S.Joseph Wilson Planar Antenna with Pattern Reconfigurability for IoT Applications Srinag A, S. Aruna, K.Srinivasa Naik Advanced Ultrawideband Patch Antenna for Wearable and WBAN Applications Raaunak Chaudhury, Bimal Raj Dutta A COMPACT 2X2 UWB MIMO ANTENNA WITH FUNNEL SHAPED STUB FOR ISOLATION ENHANCEMENT KARTHI J, Palanivelan Manickavelu, Mohanraj Sivagurunathan, Asokan Velu FLEXIBLE WIDE BAND TRAPEZOIDAL ANTENNA FOR ELECTROMAGENTIC HEAD IMAGING SYSTEM Vaithianathan V, Ramprabhu Sivasamy, RAMESH S, Chitra S Impact of supply voltage on SRAM cell power dissipation under different topologies Damodhar Rao M, Y.V. NARAYANA, V.V.K.D.V. PRASAD Defected Ground Square Patch Edge Truncated Polarization Reconfigurable Antenna Pritam Nikam, Jayendra Kumar, Akshay Bhosale, Achinta Baidya, Shahadev Hake An Asymmetrical Psi Shaped Multi-Band Antenna for Wireless Applications Penchala Reddy Sura, Padmaja Nimmagadda, Ch Jyotsna Rani, Tathababu Addepalli, Jagadeesh Babu Kamili, B.Y.V.N.R. Swamy Swamy, A Laxmana Siridhara, G JAGADEESWAR REDDY SMALL SCALE MIMO ANTENNA WITH HIGH ISOLATION FOR 5G COMMUNICATION DILIP KUMAR CHOUDHARY, Tanweer Ali, Rajendra Prasad P, Roshan Zameer Ahmed PERFORMANCE ANALYSIS OF ACHIEVABLE BIT RATES IN RIS-ASSISTED MASSIVE MIMO NETWORKS AT 28 GHZ BAND SHARINI DL, KANTHI M, RAVILLA DILLI EFFECT OF THICK VEGETATION COVER, BUILDING OBSTRUCTIONS, AND EARTH TERRAIN ON THE QUALITY AND PERFORMANCE OF THE GSM SIGNAL AT THE FEDERAL POLYTECHNIC ADO EKITI. Temitope John Alake, Ayodeji Bamisaye, Tolulope Tunji Oladimeji FOUR ELEMENT CIRCULAR PATCH MIMO ANTENNA WITH PROTRUDING GROUND STUB FOR 5G COMMUNICATION Rajalakshmi B, Chitra S DUAL-BAND BANDSTOP FILTERS BASED ON ULTRA THIN FREQUENCY SELECTIVE SURFACES Andrei Perov REAL-TIME IMPLEMENTATION OF LWT BASED NOVEL IR AND VI FUSION ALGORITHM USING RASPBERRY PI PLATFORM Lingamallu Naga Srinivasu, Sumanth Kumar Panguluri, Srinivasa Rao Kandula, Ponduri Vasanthi Fractal Based UWB-MIMO antenna with reconfigurable Band-Notching Characteristics Bharghava Punna, Mohd Sofiyan, N. Siddartha Reddy, Nagarani Bollam
Portail numérique Bibliothèque numérique eBooks Revues Références et comptes rendus Collections Prix et politiques d'abonnement Begell House Contactez-nous Language English 中文 Русский Português German French Spain