图书馆订阅: Guest
电信和无线电工程

每年出版 12 

ISSN 打印: 0040-2508

ISSN 在线: 1943-6009

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

Indexed in

SPATIAL AND STATISTICAL ANALYSIS AND PROCESSING OF FRAGMENTS ENSEMBLE OF IMAGE STRUCTURAL DESCRIPTION IN RECOGNITION OF VISUAL OBJECTS

卷 78, 册 14, 2019, pp. 1263-1274
DOI: 10.1615/TelecomRadEng.v78.i14.40
Get accessGet access

摘要

The task of visual object recognition in computer vision systems using the feature space of special image points is solved based on the statistical distributions for a system of fragments of image description. On the basis of cross-correlation processing of the distribution options for the one-bit blocks of the binary descriptors, a new system of integrated features was constructed for speed-efficient calculation of the description relevance in the process of object recognition. By software simulation, an experimental evaluation of the computation time of the relevance value in the constructed feature space is performed in comparison with the use of full distribution and the traditional voting approach for a set of descriptors. The effectiveness of the proposed system of features in terms of a significant increase in the performance speed with an adequate level of recognition quality is confirmed.

参考文献
  1. Baklizkiy, V.K., Bochkarev, A.M., and Mus'yakov, M.P., (1986) Signal Filtering Methods in Correlation-Extreme Navigation Systems, Moscow, Russia: Radio i Svyaz', 216 p., (in Russian).

  2. Pupyatin, E.P. and Averin, S.I., (1990) Image Processing in Robotics, Moscow, Russia: Mashinostroenie, 320 p., (in Russian).

  3. Duda, R.O., Hart, P.E., and Stork, D.G., (2008) Pattern Classification, Wiley, 738 p.

  4. Lowe, D.G., (2004) Distinctive image features from scale-invariant keypoints, International Journal Computer Vision, 60(2), pp. 91-110.

  5. Muja, M. and Lowe, D.G., (2012) Fast matching of binary features, in Proc. 9th Conf. Comput. Robot Vis., pp. 404-410.

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

  7. Gorokhovatskyi A.V., (2010) Image invariant recognition methods in the space of projections, Prikladnaya Radioelektroka, 9(4), pp. 574-576.

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

  9. Gorokhovatskiy, V.A., Gorokhovatskiy, A.V., and Peredrii, Ye.O., (2018) Hashing of Structural Descriptions at Building of the Class Image Descriptor, Computing of Relevance and Classification of the Visual Objects, Telecommunications and Radio Engineering, 77 (13), pp. 1159-1168.

  10. 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 Russian).

  11. 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.

  12. Eliseeva, I.I. and Rukavishnikov, V.O., (1977) Grouping, Correlation, Pattern Recognition (Statistical Methods for Classifying and Measuring Relationships), Moscow, Russia: Statistika, 144 p., (in Russian).

  13. Gorokhovatsky, 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.

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

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

将发表的论文

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
Begell Digital Portal Begell 数字图书馆 电子图书 期刊 参考文献及会议录 研究收集 订购及政策 Begell House 联系我们 Language English 中文 Русский Português German French Spain