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

IMAGE CLASSIFICATION METHOD MODIFICATION BASED ON MODEL OF LOGIC PROCESSING OF BIT DESCRIPTION WEIGHTS VECTOR

Volume 79, Numéro 1, 2020, pp. 59-69
DOI: 10.1615/TelecomRadEng.v79.i1.60
Get accessGet access

RÉSUMÉ

The increasing of image classification efficiency is proposed through the introduction of effective ways of bits description weights vector for etalon images, which is presented as a set of key point descriptors. Mathematical models of logical processing are proposed in order to determine weight coefficients and construct similarity measures for image descriptions. Software modeling of processing methods is performed; classification efficiency using modified approaches in applied image databases is evaluated. Results of modeling have been confirmed the increase in classification performance for the proposed modifications to logical data processing.

RÉFÉRENCES
  1. Gorokhovatskyi, V.A., (2014) Structural Analysis and Intellectual Data Processing in Computer Vision, Kharkiv, Ukraine: SMIT, 316 p., (in Russian).

  2. Gorokhovatskyi, V.A. and Solodchenko, K.G., (2018) Application of the apparatus of analysis and processing of bit data in methods of classification of images by multiple key points, Systemy Upravlinnya, Navigatsii ta Zvyazku, 2(48), pp. 63-67, (in Ukrainian).

  3. Gorokhovatskyi, V.A., Pupchenko, D.V., and Solodchenko, K.G., (2018) Analysis of the properties, characteristics and results of using the latest detectors to determine specific points of the image, Systemy Upravlinnya, Navigatsii ta Zvyazku, 1(47), pp. 93-98, (in Ukrainian).

  4. Gorokhovatskyi, V.A., (2018) Image Classification Methods in the Space of Descriptions in the Form of a Set of the Key Point Descriptors, Telecommunications and Radio Engineering, 77(9), pp. 787-797.

  5. Leutenegger, S., Chli, M., and Siegwart, R.Y., (2011) BRISK: Binary Robust Invariant Scalable Keypoints. - Computer Vision (ICCV), pp. 2548-2555.

  6. Khan, A., et al., (2019) Structural vibration-based classification and prediction of delamination in smart composite laminates using deep learning neural network, Composites Part B: Engineering, 161, pp. 586-594.

  7. Wei, P., Ball, J., and Anderson, D., (2018) Fusion of an ensemble of augmented image detectors for robust object detection, Sensors, 18(3), pp. 894.

  8. Gadetska, S.V. and Gorokhovatsky, V.O., (2018) Statistical Measures for Computation of the Image Relevance of Visual Objects in the Structural Image Classification Methods, TelecoMMunications and Radio Engineering, 77(12), pp. 1041-1053.

  9. Gorokhovatskiy, V.A., Gadetska, S.V., and Ponomarenko, R.P., (2018) Statistical distributions and chain-of-view in determining the relevance of structural descriptions of visual objects, SysteMy Upravlinnya, Navigatsii ta Zvyazku, 6(52), pp. 87-92, (in Ukrainian).

  10. Ahmad, M. Ayaz, Tvoroshenko, I., Baker, Jalal Hasan, and Lyashenko, V., (2019) Modeling the Structure of Intellectual Means of Decision-Making Using a System-Oriented NFO Approach, International Journal of Emerging Trends in Engineering Research, 7(11), pp. 460-465.

  11. Kumar, V., Namboodiri, A., and Jawahar, C.V., (2018) Semi-supervised annotation of faces in image collection, Signal, Image and Video Processing, 12(1), pp. 141-149.

  12. Hietanen, A. et al., (2016) A comparison of feature detectors and descriptors for object class matching, Neurocomputing, 184, pp. 3-12.

  13. Zhang, S. et al., (2017) Constructing deep sparse coding network for image classification, Pattern Recognition, 64, pp. 130-140.

  14. Tvoroshenko, I.S. and Kramarenko, O.O., (2019) Software determination of the optimal route by geoinformation technologies, Radio Electronics Computer Science Control, 3, pp. 131-142.

  15. Xu, Y. et al., (2017) Large scale tissue histopathology image classification, segmentation, and visualization via deep convolutional activation features, BMC Bioinformatics, 18(1), pp. 281.

  16. Nasirahmadi, A. and Ashtiani, S.H.M., (2017) Bag-of-Feature model for sweet and bitter almond classification, Biosystems Engineering, 156, pp. 51-60.

  17. Yu Liu et al., (2018) Exploring disentangled feature representation beyond face identification, Proc. IEEE/CVF Conference on CoMputer Vision and Pattern Recognition, pp. 2080-2089.

  18. OpenCV Open Source Computer Vision, https://docs.opencv.org/master/index.html.

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