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• W3210923378 abstract "In the interior of image texture analysis methods, many types, behavior, strategies, modeling, and characteristics are employed. Several surveys and reviews are illustrated in the literature regarding image texture and feature extraction using an agent and multi-agent-based systems. Nevertheless, few determinations are made in the context of the image texture feature extraction. Hence, the overall aim of this paper is to provide an overview of the image texture and feature extraction concepts depicted in the literature for characterizing regions in images by exploring the role and strategies of the agent and multi-agent systems (MAS). This paper tackles two behavior types, reactive agent (RA) and goal-directed agent (GDA), in terms of the natural surroundings of agent and multi-agent communications. In terms of MAS modeling, this paper tackles three types, including facilitator agent architecture (FAA), mediator agent architecture (MAA), an autonomous agent architecture (AAA). While for the MAS characteristics, five types are presented: interaction, coordination, cooperation, collaboration, and collectiveness. Finally, a discussion for agent and multi-agent-based feature extraction in image analysis is presented by comparing the strategies and the frequent use of the strategies in the literature. Based on this review, most of the feature extraction multi-agent-based systems rely on either coordinating or emergent-based strategies, while feature selection agent-based systems rely on collaborative strategies. However, there are several aspects that we can consider to be classified as agent-based strategies. This review develops a classification scheme for systems used in specific tasks of feature extraction." @default.
• W3210923378 created "2021-11-08" @default.
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• W3210923378 date "2021-09-06" @default.
• W3210923378 modified "2023-09-23" @default.
• W3210923378 title "Exploring the Roles of Agents and Multi-Agent in Image Feature Extraction" @default.
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• W3210923378 doi "https://doi.org/10.1109/isamsr53229.2021.9567863" @default.
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