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Re ranking system for query based facial-image retrieval

机译:基于查询的人脸图像检索的重新排序系统

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Query based facial-image retrieval is a common approach to retrieve the images subscribed by public users in social websites such as flickr. Anyhow Existing approaches for query based facial-image retrieval successively yield inappropriate, less diversity outcomes. In our work, we used Query based facial-image retrieval for re-ranking by examining the relevant images, Diversity and difficulty in computation, which aims to spontaneously ordering facial-images by using SIFT features, semantic features and views features. In the image search engine if the user gives an input query, images labeled with input query are retrieved as the primary outcomes. The primary outcomes contain facial-images subscribed by various users. First we sort the retrieved images by extracting semantic feature for all images. Image which has more semantic information will rank higher and it will selected as an query image. all relevant images will be retrieved by extracting SIFT feature. Then we implement relevance re-ordering on the ordered image collection, and also the more relevant images in the image dataset is elected. These elected images formulate the final obtained outcomes. We build an inverted index structure for fast retrieval and to improve the search operation.
机译:基于查询的面部图像检索是一种常见的方法,用于检索公共用户在诸如flickr之类的社交网站中订阅的图像。无论如何,基于查询的面部图像检索的现有方法连续产生不适当的,较少多样性的结果。在我们的工作中,我们通过检查相关图像,多样性和计算难度,使用基于查询的面部图像检索进行重新排名,其目的是通过使用SIFT特征,语义特征和视图特征自发地对面部图像进行排序。在图像搜索引擎中,如果用户提供输入查询,则将标有输入查询的图像作为主要结果。主要结果包含各种用户订阅的面部图像。首先,我们通过提取所有图像的语义特征来对检索到的图像进行排序。具有更多语义信息的图像将排名更高,并将被选作查询图像。通过提取SIFT特征将检索所有相关图像。然后,我们对有序图像集合执行相关性重新排序,并在图像数据集中选择更相关的图像。这些选出的图像构成了最终获得的结果。我们建立了倒排索引结构以快速检索并改善搜索操作。

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