The Gibbs fields approach and related dynamics in image processing
We give in the paper a brief overview of how the Gibbs fields and related dynamics approaches are applied in image processing. We discuss classical pixel-wise models as well as more recent spatial point process models in the framework of the Gibbs fields approach. We present a new multi-object ada...
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| Published in: | Condensed Matter Physics |
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| Date: | 2008 |
| Main Authors: | , |
| Format: | Article |
| Language: | English |
| Published: |
Інститут фізики конденсованих систем НАН України
2008
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| Online Access: | https://nasplib.isofts.kiev.ua/handle/123456789/119143 |
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| Journal Title: | Digital Library of Periodicals of National Academy of Sciences of Ukraine |
| Cite this: | The Gibbs fields approach and related dynamics in image processing / X. Descombes, E. Zhizhina // Condensed Matter Physics. — 2008. — Т. 11, № 2(54). — С. 293-312. — Бібліогр.: 44 назв. — англ. |
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Digital Library of Periodicals of National Academy of Sciences of Ukraine| Summary: | We give in the paper a brief overview of how the Gibbs fields and related dynamics approaches are applied
in image processing. We discuss classical pixel-wise models as well as more recent spatial point process
models in the framework of the Gibbs fields approach. We present a new multi-object adapted algorithm for
object detection based on a spatial birth-and-death process and a discrete time approximation of this process.
Стаття мiстить стислий огляд застосувань полiв Гiббса i вiдповiдних динамiк в теорiї розпiзнавання образiв. Обговорюється як класична пiксельна модель так i новiтнi просторовi точковi моделi в термiнах теорiї полiв Гiббса.
Запропоновано новий мультиоб’єктний адаптивний алгоритм для визначення об’єктiв, що базується на процесi народження i знищення та його апроксимацiї.
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| ISSN: | 1607-324X |