A Framework for the Discovery, Analysis, and Retrieval of Multimedia Homemade Explosives Information on the Web

T. Tsikrika, George Kalpakis, S. Vrochidis, Y. Kompatsiaris, I. Paraskakis, I. Kavasidis, Jonathan Middleton, Una Williamson
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引用次数: 6

Abstract

This work proposes a novel framework that integrates diverse state-of-the-art technologies for the discovery, analysis, retrieval, and recommendation of heterogeneous Web resources containing multimedia information about homemade explosives (HMEs), with particular focus on HME recipe information. The framework corresponds to a knowledge management platform that enables the interaction with HME information, and consists of three major components: (i) a discovery component that allows for the identification of HME resources on the Web, (ii) a content-based multimedia analysis component that detects HME-related concepts in multimedia content, and (iii) an indexing, retrieval, and recommendation component that processes the available HME information to enable its (semantic) search and provision of similar information. The proposed framework is being developed in a user-driven manner, based on the requirements of law enforcement and security agencies personnel, as well as HME domain experts. In addition, its development is guided by the characteristics of HME Web resources, as these have been observed in an empirical study conducted by HME domain experts. Overall, this framework is envisaged to increase the operational effectiveness and efficiency of law enforcement and security agencies in their quest to keep the citizen safe.
网络上多媒体自制爆炸物信息的发现、分析和检索框架
这项工作提出了一个新的框架,该框架集成了各种最先进的技术,用于发现、分析、检索和推荐包含自制炸药(HME)多媒体信息的异构Web资源,特别关注于自制炸药(HME)配方信息。该框架对应于一个能够与HME信息交互的知识管理平台,由三个主要部分组成:(i)一个发现组件,允许识别Web上的HME资源;(ii)一个基于内容的多媒体分析组件,检测多媒体内容中与HME相关的概念;(iii)一个索引、检索和推荐组件,处理可用的HME信息,使其(语义)搜索和提供类似的信息成为可能。拟议的框架正在根据执法和安全机构人员以及HME领域专家的要求,以用户驱动的方式开发。此外,它的发展受到HME Web资源特征的指导,正如HME领域专家进行的实证研究所观察到的那样。总而言之,设想这一框架是为了提高执法和安全机构在寻求保护公民安全方面的业务效力和效率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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