Please use this identifier to cite or link to this item:
https://elib.psu.by/handle/123456789/25177
Title: | Effective Object Localization in Images by Calculating Ratio and Distance Between Pixels |
Authors: | Bohush, R. Ablameyko, S. Adamovskiy, Y. Glukhov, D. |
Issue Date: | 2020 |
Publisher: | M. Jeusfeld c/o Redaktion Sun SITE, Informatik V, RWTH Aachen |
Citation: | Effective Object Localization in Images by Calculating Ratio and Distance Between Pixels /Rykhard Bohush, Sergey Ablameyko, Yahor Adamovskiy, Dmitry Glukhov // Proceedings of the 1st International Workshop on Intelligent Information Technologies & Systems of Information Security (IntelITSIS 2020): Volume 1. Khmelnytskyi, Ukraine, June 10– 12, 2020, CEUR Workshop Proceedings. - S. 57-66 |
Abstract: | In this paper, two novel similarity functions which consider the spatial and brightness relations between pixels for object localization in images are presented. We explore different advantages of our functions and compare them to others that use only spatial connection between pixels. It is shown, that one of them is robust to linear change in pixel brightness levels of the compared images. Comparison of computational cost and localization accuracy of shifted object for our similarity functions with others is given in the paper. The presented experimental results confirm the effectiveness of the proposed approach for object localization. |
Keywords: | Similarity functions Object localization Distance |
URI: | https://elib.psu.by/handle/123456789/25177 |
Appears in Collections: | Публикации в Scopus и Web of Science Машинное обучение. Обработкой изображений и видео. Интеллектуальные системы. Информационная безопасность |
Files in This Item:
File | Description | Size | Format | |
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Bohush_2020_Effective_Object_Localization.pdf | 544.67 kB | Adobe PDF | View/Open |
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