Informatics and Applications
2015, Volume 9, Issue 3, pp 124-130
INFLUENCE OF MORPHOLOGICAL OPERATIONS ON RECOGNITION OF A MOVING HUMAN FIGURE FROM A SET OF IMAGES
- M. O. Abramov
- M. Yu. Kataev
Abstract
The article describes the methodology of moving human figure recognition from set of images with the help of morphological operations. Accuracy of recognition results is determined by the difference between the true and recovering figure squares from binary images. Comparison of the obtained accuracy for different morphological operations for some color spaces (RGB, HSV, and YUV) is investigated. The paper provides recommendations for improvement of human figure recognition from set of images.
[+] References (14)
- Gruzman, I. S., V. S. Kirichuk, V. P. Kosykh, G. I. Peretya- gin, and A. A. Spektor. 2002. Tsifrovaya obrabotka izob- razheniy v informatsionnykh sistemakh [Digital image pro-cessing in information systems]. Novosibisrk: NGTU Publ. 352 p.
- Forsayt, A. and J. Pons. 2004. Komp'yuternoe zrenie. Sovremennyy podkhod [Computer vision. Modern approach]. Moscow: Vil'yams. 928 p.
- Jane, B. 2005. Digital image processing. 6th ed. Berlin: Springer. 608 p.
- Gonsales, P, P Vuds, and C. Eddins. 2006. Tsifrovaya obrabotka izobrazheniy v srede MATLAB [Digital image processing in MATLAB]. Moscow: Technosphere. 616 p.
- Krasil'nikov, N. N. 2011. Tsifrovaya obrabotka 2D i 3D izobrazheniy [Digital 2D and 3D image processing]. St. Petersburg: BKhV-Peterburg. 608 p.
- Zakharov, R. K. 2012. Metody povysheniya kachestva izobrazheniy v zadachakh raspoznavaniya [Methods of improvement quality of images in the recognition tasks]. Sovremennye Nauchnye Issledovaniya iInnovatsii [Modern Scientific Researches and Innovations] 8:9-10.
- Kataeva, N. G., M. Yu. Kataev, V.A. Chistyakova, and Ya.A. Khamaganov. 2012. Avtomatizirovannaya otsenka stepeni narusheniya khod'by posle insul'ta [Automated estimation of the severity of walking disorders in patients after stroke]. Meditsinskaya Tekhnika [Biomedical Engi-neering] 1:40-43.
- Kataev, M. Yu., N. G. Kataeva, S.G. Kataev, M. O. Abramov, andV. A. Chistyakova. 2014. Opredelenie i analiz dvigatel'noy aktivnosti postinsul'tnogo patsienta po videopotoku [Definition and analysis of motion activity of afterstroke patient from the video stream]. Byulleten ' Sibirskoy Meditsiny [Bulletin of Siberian Medicine] 5:36- 41.
- Abramov, M.O., and M. Yu. Kataev. 2014. Vliyanie metodov predobrabotki na vosstanovlenie figury dvizhu- shchegosya cheloveka iz potoka izobrazheniy [The effect of preprocessing methods on figure of the moving human retrieving from an images sequence]. Dokl. TUSURa [Proc. TUSUR] 4:65-69.
- Boyko, I. A., and R. A. Gur'yanov. 2013. Raspoznavanie ob"ektov na osnove videosignala, poluchennogo s kamery, ustanovlennoy na podvizhnoy platforme [Object recognition based on the video signal obtained from a camera placed on mobile platform]. Molodoy Uchenyy [Young Scientist] 6:34-36.
- Ognev, I. V., and N. A. Sidorova. 2007. Obrabotka izobrazheniy metodami matematicheskoy morfologii v assotsiativnoy ostsillyatornoy srede [Image processing by means of mathematical morphology in the associative oscillatory medium]. Izvestiya VUZov. Povolzhskiy region. Tekh- nicheskie Nauki [University Proceedings. Volga Region. Technical Sciences] 4:87-97.
- Burger, W., and M. J. Burge. 2007. Digital image process-ing: An algorithmic introduction using Java. New York, NY Springer Science & Business Media. 566 p.
- Najman, L. 2010. Mathematical morphology: From theory to applications. London: Wiley. 520 p.
- Kaew Trakulpong, P., and R. Bowden. 2002. An improved adaptive background mixture model for real-time tracking with shadow detection. Computer Vision and Distributed Processing: 2nd European Workshop on Advanced Video-based Surveillance Systems, AVBS01, Proceedings. Kingston: Kluwer Academic Publs. 135-144.
[+] About this article
Title
INFLUENCE OF MORPHOLOGICAL OPERATIONS ON RECOGNITION OF A MOVING HUMAN FIGURE FROM A SET OF IMAGES
Journal
Informatics and Applications
2015, Volume 9, Issue 3, pp 124-130
Cover Date
2015-02-30
DOI
10.14357/19922264150312
Print ISSN
1992-2264
Publisher
Institute of Informatics Problems, Russian Academy of Sciences
Additional Links
Key words
morphological operations; one camera; human figure recognition; digital processing; binary images
Authors
M. O. Abramov and M. Yu. Kataev ,
Author Affiliations
National Research Tomsk State University, 36 Lenin Av., Tomsk 634050, Russian Federation
Tomsk State University of Control Systems and Radioelectronics, 40 Lenin Av., Tomsk 634050, Russian Federation
Yurga Institute of Technology (Branch) of National Research Tomsk Polytechnic University, 26 Leningradskaya Str., Yurga, Kemerovo Region 652055, Russian Federation
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