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CONTENT BASED IMAGE RETRIEVAL USING CLASSIFIER ENSEMBLE APPROACH

机译:基于分类器方法的基于内容的图像检索

摘要

Present invention provides specially a study and application of content based image retrieval using classifier ensemble approach. The purpose of the above system is to fuse multiple individual CBIR system to have an accurate and robust CBIR. The proposed method creates a pool of individual system by extracting various distinct features which captures color, texture and geometry features and by applying different feature matching techniques. The propose work tries to apply application orientation fusion of systems, since for different application different specific features would be fused. The selection of systems from the pool of individual systems would be performed based on probabilistic framework of fusion. The different application on which the proposed work is tested upon are OCR (optical character recognition), logo identification, face detection. The proposed work also tries different strategies to speed-up the search space by applying unsupervised data clustering and by utilizing the relevance feedback. The relevance feedback helps in fast convergence of the query search. Following invention is described in detail with the help of Figure 1 of sheet 1 showing the block diagram of proposed work.
机译:本发明专门提供了使用分类器集成方法的基于内容的图像检索的研究和应用。上述系统的目的是将多个单独的CBIR系统融合在一起,以具有准确而强大的CBIR。所提出的方法通过提取捕获颜色,纹理和几何特征的各种不同特征并应用不同的特征匹配技术来创建单个系统的集合。提议的工作试图应用系统的面向应用程序的融合,因为对于不同的应用程序,融合了不同的特定功能。从单个系统池中选择系统将基于融合的概率框架进行。拟议工作所依据的不同应用是OCR(光学字符识别),徽标识别,面部检测。拟议的工作还尝试通过应用无监督数据聚类和利用相关性反馈来加快搜索空间的不同策略。相关性反馈有助于快速收敛查询搜索。在表1的图1的帮助下详细描述了以下发明,该图示出了所提出的工作的框图。

著录项

  • 公开/公告号IN201821023527A

    专利类型

  • 公开/公告日2018-07-06

    原文格式PDF

  • 申请/专利权人

    申请/专利号IN201821023527

  • 申请日2018-06-25

  • 分类号G06T7/174;G06T7/277;

  • 国家 IN

  • 入库时间 2022-08-21 12:51:47

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