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Subject
News
October 8, 2026
HSE Experts Take Part in 23rd Annual Meeting of Valdai Discussion Club
The 23rd Annual Meeting of the Valdai Discussion Club was held from September 28 to October 1, 2026 under the theme ‘Responsibility for the Future: Limits of the Possible, or Limitless Possibilities?’ The forum brought together 120 experts from 40 countries, including representatives of China, the United States, India, Brazil, the United Kingdom, Germany, Egypt, Iran, and Japan.
October 7, 2026
‘Our Team Consists of True Leaders in Their Respective Academic Disciplines
The HSE International Centre of Decision Choice and Analysis studies a wide range of methods for analysing decision-making and possible scenarios for the development of natural, socio-economic, and political phenomena using various mathematical models. The application of advanced mathematical methods to forecasting helps to prevent negative outcomes and avoid erroneous decisions. The HSE News Service spoke to the centre’s director, Prof. Fuad Aleskerov, about its work.
October 6, 2026
International N5 Symposium ‘Neural Networks and Nonlinearity in Nizhny Novgorod Brings Together Scientists from Russia and Serbia
The International N5 Symposium ‘Neural Networks and Nonlinearity in Nizhny Novgorod’ was held at the Nizhny Novgorod House of Scientists from September 23 to 26. The event was organised by HSE University–Nizhny Novgorod and the Nizhny Novgorod House of Scientists, with the participation of Sberbank and the Institute of Physics Belgrade. The symposium was held for the second time: the first conference took place in 2025 and attracted considerable interest from the academic community.

 

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Анализ методов выделения контуров объектов при обработке изображений печатного узла в системах контроля качества автоматической оптической инспекции

Качество. Инновации. Образование. 2015. № 9. С. 17–24.
Veselov E. A., Artyukhova M. A., Linetskiy B.
This article describes a study of the basic tasks of image processing in the field of quality control of printed circuit assemblies during the production of electronic equipment in the automatic optical inspection systems. In particular, a system which is based on the principle of defect detection using comparative analysis of the three-dimensional model of a real circuit board and the reference model is considered  The method of generating a 3D reconstruction of the inspected printed circuit board uses inverse perspective transformation. The recovery of the points coordinates on the surface of printed circuit board components is performed according to the contours coordinates of their projections (shadows), resulting from the illumination by a point light source and video recording one camera. Accordingly, when the image processing sections of the printed circuit board is necessary to highlight the contour of objects and their projections. The main challenge of this task is to ensure a high probability of the accurate contour detection under the influence of noise. The study analyzes the main methods of contour detection, the experiment on segmentation of two images of the simulated and real areas of the printed circuit board, the data identified the most optimal method of contour detection.  
Priority areas: IT and mathematics engineering science
Language: Russian
Keywords: изображениеобъектobjectЦифровая обработка информацииthree-dimensional modelтрехмерная модельпечатный узелcontour imageдефектdigital processingdetectorgradientperspective projectionprint nodedefectautomatic optical inspectionконтурдетекторградиентперспективная проекцияавтоматическая оптическая инспекция
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