Classification of Images Based on a System of Hierarchical Features

Daradkeh Yousef Ibrahim; Gorokhovatskyi, V.; Tvoroshenko, I.; Al-Dhaifallah Mujahed

Публікація:
Classification of Images Based on a System of Hierarchical Features

dc.contributor.author	Daradkeh Yousef Ibrahim
dc.contributor.author	Gorokhovatskyi, V.
dc.contributor.author	Tvoroshenko, I.
dc.contributor.author	Al-Dhaifallah Mujahed
dc.date.accessioned	2022-03-18T19:06:38Z
dc.date.available	2022-03-18T19:06:38Z
dc.date.issued	2022
dc.description.abstract	The results of the development of the new fast-speed method of classification images using a structural approach are presented. The method is based on the system of hierarchical features, based on the bitwise data distribution for the set of descriptors of image description. The article also proposes the use of the spatial data processing apparatus, which simplifies and accelerates the classification process. Experiments have shown that the time of calculation of the relevance for two descriptions according to their distributions is about 1000 times less than for the traditional voting procedure, for which the sets of descriptors are compared. The introduction of the system of hierarchical features allows to further reduce the calculation time by 2–3 times while ensuring high efficiency of classification. The noise immunity of the method to additive noise has been experimentally studied. According to the results of the research, the marginal degree of the hierarchy of features for reliable classification with the standard deviation of noise less than 30 is the 8-bit distribution. Computing costs increase proportionally with decreasing bit distribution. The method can be used for application tasks where object identification time is critical.	uk_UA
dc.identifier.citation	Daradkeh Y. I., Gorokhovatskyi V., Tvoroshenko I. and Al-Dhaifallah M. (2022) Classification of Images Based on a System of Hierarchical Features, Computers, Materials & Continua, 72(1), pp. 1785-1797.	uk_UA
dc.identifier.other	DOI: 10.32604/cmc.2022.025499
dc.identifier.uri	https://openarchive.nure.ua/handle/document/19877
dc.language.iso	en	uk_UA
dc.subject	Bitwise distribution	uk_UA
dc.subject	computer vision	uk_UA
dc.subject	descriptor	uk_UA
dc.subject	hierarchical representation	uk_UA
dc.subject	image classification	uk_UA
dc.subject	keypoint	uk_UA
dc.subject	noise immunity	uk_UA
dc.subject	processing speed	uk_UA
dc.title	Classification of Images Based on a System of Hierarchical Features	uk_UA
dc.type	Article	uk_UA
dspace.entity.type	Publication