Features of the Application of the Detection Algorithm Based on the Background Subtraction Method in the Scanning Optoelectronic Surveillance System
The article considers the approach developed by the authors to adapt the detection algorithm based on the background subtraction method to work in a scanning optoelectronic surveillance system. This algorithm is the basis of the developed image processing method applied to the problem of detecting m...
| Main Authors: | , |
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| Format: | Article |
| Language: | Russian |
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Educational institution «Belarusian State University of Informatics and Radioelectronics»
2022-10-01
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| Series: | Doklady Belorusskogo gosudarstvennogo universiteta informatiki i radioèlektroniki |
| Subjects: | |
| Online Access: | https://doklady.bsuir.by/jour/article/view/3440 |
| _version_ | 1797880938252730368 |
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| author | E. I. Mikhnionok A. V. Khizniak |
| author_facet | E. I. Mikhnionok A. V. Khizniak |
| author_sort | E. I. Mikhnionok |
| collection | DOAJ |
| description | The article considers the approach developed by the authors to adapt the detection algorithm based on the background subtraction method to work in a scanning optoelectronic surveillance system. This algorithm is the basis of the developed image processing method applied to the problem of detecting moving objects by an optoelectronic thermal imaging surveillance system. At the same time, this method provides a solution to the tasks of protecting a critical object with an optoelectronic surveillance system, which must function both in stationary and scanning mode. The use of an improved mixture of Gaussian distributions to build a background model makes it possible to adapt to periodic changes in pixel brightness from dynamic background elements of the observed scene. However, the application of this detection algorithm in a scanning optoelectronic system requires the solution of the following problematic issues: the exclusion of false highlighting of the areas of the processed image in the foreground when transferring the sensor field of view; the elimination of errors in the initial values of the parameters of a mixture of Gaussian distributions. The application of the approach proposed by the authors to solving these issues is implemented in a specialized optoelectronic surveillance system and allows achieving the same quality of the detector based on the background subtraction method in scanning mode as in stationary mode. |
| first_indexed | 2024-04-10T03:11:02Z |
| format | Article |
| id | doaj.art-5372a0c91b1243cf9f7e673690797101 |
| institution | Directory Open Access Journal |
| issn | 1729-7648 |
| language | Russian |
| last_indexed | 2024-04-10T03:11:02Z |
| publishDate | 2022-10-01 |
| publisher | Educational institution «Belarusian State University of Informatics and Radioelectronics» |
| record_format | Article |
| series | Doklady Belorusskogo gosudarstvennogo universiteta informatiki i radioèlektroniki |
| spelling | doaj.art-5372a0c91b1243cf9f7e6736907971012023-03-13T07:33:23ZrusEducational institution «Belarusian State University of Informatics and Radioelectronics»Doklady Belorusskogo gosudarstvennogo universiteta informatiki i radioèlektroniki1729-76482022-10-01206303610.35596/1729-7648-2022-20-6-30-361834Features of the Application of the Detection Algorithm Based on the Background Subtraction Method in the Scanning Optoelectronic Surveillance SystemE. I. Mikhnionok0A. V. Khizniak1Military Academy of the Republic of BelarusMilitary Academy of the Republic of BelarusThe article considers the approach developed by the authors to adapt the detection algorithm based on the background subtraction method to work in a scanning optoelectronic surveillance system. This algorithm is the basis of the developed image processing method applied to the problem of detecting moving objects by an optoelectronic thermal imaging surveillance system. At the same time, this method provides a solution to the tasks of protecting a critical object with an optoelectronic surveillance system, which must function both in stationary and scanning mode. The use of an improved mixture of Gaussian distributions to build a background model makes it possible to adapt to periodic changes in pixel brightness from dynamic background elements of the observed scene. However, the application of this detection algorithm in a scanning optoelectronic system requires the solution of the following problematic issues: the exclusion of false highlighting of the areas of the processed image in the foreground when transferring the sensor field of view; the elimination of errors in the initial values of the parameters of a mixture of Gaussian distributions. The application of the approach proposed by the authors to solving these issues is implemented in a specialized optoelectronic surveillance system and allows achieving the same quality of the detector based on the background subtraction method in scanning mode as in stationary mode.https://doklady.bsuir.by/jour/article/view/3440detection of moving objectsoptical-electronic surveillance systemscanning mode |
| spellingShingle | E. I. Mikhnionok A. V. Khizniak Features of the Application of the Detection Algorithm Based on the Background Subtraction Method in the Scanning Optoelectronic Surveillance System Doklady Belorusskogo gosudarstvennogo universiteta informatiki i radioèlektroniki detection of moving objects optical-electronic surveillance system scanning mode |
| title | Features of the Application of the Detection Algorithm Based on the Background Subtraction Method in the Scanning Optoelectronic Surveillance System |
| title_full | Features of the Application of the Detection Algorithm Based on the Background Subtraction Method in the Scanning Optoelectronic Surveillance System |
| title_fullStr | Features of the Application of the Detection Algorithm Based on the Background Subtraction Method in the Scanning Optoelectronic Surveillance System |
| title_full_unstemmed | Features of the Application of the Detection Algorithm Based on the Background Subtraction Method in the Scanning Optoelectronic Surveillance System |
| title_short | Features of the Application of the Detection Algorithm Based on the Background Subtraction Method in the Scanning Optoelectronic Surveillance System |
| title_sort | features of the application of the detection algorithm based on the background subtraction method in the scanning optoelectronic surveillance system |
| topic | detection of moving objects optical-electronic surveillance system scanning mode |
| url | https://doklady.bsuir.by/jour/article/view/3440 |
| work_keys_str_mv | AT eimikhnionok featuresoftheapplicationofthedetectionalgorithmbasedonthebackgroundsubtractionmethodinthescanningoptoelectronicsurveillancesystem AT avkhizniak featuresoftheapplicationofthedetectionalgorithmbasedonthebackgroundsubtractionmethodinthescanningoptoelectronicsurveillancesystem |