PROBABILISTIC APPROACH TO OBJECT DETECTION AND RECOGNITION FOR VIDEOSTREAM PROCESSING
Journal Title: Вісник Національного Авіаційного Університету - Year 2017, Vol 71, Issue 2
Abstract
Purpose: The represented research results are aimed to improve theoretical basics of computer vision and artificial intelligence of dynamical system. Proposed approach of object detection and recognition is based on probabilistic fundamentals to ensure the required level of correct object recognition. Methods: Presented approach is grounded at probabilistic methods, statistical methods of probability density estimation and computer-based simulation at verification stage of development. Results: Proposed approach for object detection and recognition for video stream data processing has shown several advantages in comparison with existing methods due to its simple realization and small time of data processing. Presented results of experimental verification look possible for object detection and recognition in video stream. Discussion: The approach can be implemented in dynamical system within changeable environment such as remotely piloted aircraft systems and can be a part of artificial intelligence in navigation and control systems.
Authors and Affiliations
Volodymyr Kharchenko, Alexander Kukush, Nataliia Kuzmenko, Ivan Ostroumov
IMPROVEMENT OF EXECUTIVE POWER AS A MEANS TO OVERCOME CORRUPTION IN A HIGHER AUTHORITIES
Purpose: The purpose of the article is a study of corrupti on at the level of ministries and departments, its origin and operation for later overcome, building org anizational and management structure...
PREREQUISITES FOR THE INTEGRAT ED GEOINFORMATION SYSTEMS IMPLEMENTATION FOR SPATIAL PL ANNING OF AIRPORT COMPLEXES
In the article the implementation possibilities of complex geographic information systems have been analyzed for spatial planning of airport complexes on the basis of research on the activity...
METHOD OF THE STATISTICAL DIAGNOSTIC OF RELIABILITY OF SHIPS’ EQUIPMENT
Purpose: the purpose of this article is to present the method of the statistical diagnostic of ship onboard electronic equipment reliability, using of probabilis tic model of stream of refuses on the Neyman-Pirson’s p...
ON APPLICATIONS OF MEASURE OF NONCOMPACTNESS IN FRÉCHET SPACES
In metric and topological vector spaces the notion of measure of noncompactness is used to associate numerical values to sets so that compact sets get zero measures and other ones obtain positive values that indicate how...
DESIGN OF ROBUST NAVIGATION AND STABILIZATION LOOPS OF PRECISION ATTITUDE AND HEADING REFERENCE SYSTEM
Purpose: The paper focuses on problems of design of robust precision attitude and heading reference systems, which can be applied in navigation of marine vehicles. The main goal is to create the optimization procedures f...