Object visual tracking methods analysis for usage in real time systems

Abstract

For several years the sparse coding model has been widely used for visual tracking. This model has good accuracy, but low speed. The focus on adaptation/development of visual tracking algorithms that can be applied in real-time systems will significantly expand the application area, it will allow the introduction of visual tracking in production, in recommendations systems that can immediately react to certain actions, autopilots, smart machines and other areas. In this paper several popular algorithms based on sparse coding were selected, and an experimental analysis of their speed and tracking quality was carried out. Also one of the algorithms, which showed the highest accuracy, was modified using of non-sparse coding. Experimental results showed that using of non-sparse coding slightly reduces the accuracy of tracking, however, it gives a significant improvement in speed. Based on this article, conclusions were drawn regarding the direction of future research, and model was selected that would be the basis for further improvement for real-time systems.

Authors and Affiliations

Andrii Babiichuk, Olena Syrota

Keywords

Related Articles

APPLICATION OF NATO STANDARDS FOR THE CREATION OF INFORMATION PROTECTION SYSTEMS IN THE AREA OF A NATIONAL SECURITY

The article analyzes the NATO standards, discusses the possible application of NATO standards in the creation and implementation of integrated information security systems at the stages of the life cycle of information s...

The method for determining optimal parameters of the low-loss transmission windows in terahertz range.

The questions of increasing the efficiency of data transmission over a wireless and terahertz channel based on the method developed to determine the optimal parameters of low-loss transmission windows are considered. The...

СУЧАСНИЙ ПІДХІД ДО ІНФОРМАТИЗАЦІЇ НАВЧАЛЬНОГО ПРОЦЕСУ

This paper proposes an approach to the informatization of educational process at the university. The basis of this approach is presenting the object of informatization in terms of the categories of didactics. Informatiza...

SYNTHESIS OF MULTISERVICE NETWORKS USING THE GAME THEORY

The requirements for perspective telecommunication networks are defined: multiservice, broadband, multimedia, intelligence, access invariance, multi-operator. Advantages in comparison with traditional telecommunication n...

Comparative Analysis OF TIME SERIES forecastING based on the trend model and adaptive Brown`s model

Article dwells upon statistical methods of analysis of time series, construction of trend and trend-seasonal models of time series and their usage for forecasting of the development of economic processes. A comprehensive...

Download PDF file
  • EP ID EP268976
  • DOI -
  • Views 91
  • Downloads 0

How To Cite

Andrii Babiichuk, Olena Syrota (2017). Object visual tracking methods analysis for usage in real time systems. Телекомунікаційні та інформаційні технології, 103(2), 76-81. https://europub.co.uk/articles/-A-268976