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Spatial Inference And Similarity Retrieval Of An Intelligent Image Database System Based On Object's Spanning Representation

机译:基于对象跨越表示的智能图像数据库系统空间推理与相似性检索

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In this paper,we presented a novel image representation method to capture the information about spatial relationships between objects in a picture.Our method is more powerful than all other previous methods in terms of accuracy,flexibility,and capability of discriminating pictures.In addition,our method also provides different degrees of granularity for reasoning about directional relations in both 8- and 16-direction reference frames.In similarity retrieval,our system provides twelve types of similarity measures to support flexible matching between the query picture and the database pictures.By exercising a database containing 3600 pictures,we successfully demonstrated the effectiveness of our image retrieval system.Experiment result showed that 97.8% precision rate can be achieved while maintaining 62.5% recall rate;and 97.9% recall rate can be achieved while maintaining 51.7% precision rate.On an average,86.1% precision rate and 81.2% recall rate can be achieved simultaneously if the threshold is set to 0.5 or 0.6.This performance is considered to be very good as an information retrieval system.
机译:在本文中,我们提出了一种新颖的图像表示方法来捕获有关图像中对象之间空间关系的信息。从准确性,灵活性和图像区分能力来看,我们的方法比其他所有方法都更强大。我们的方法还为推理8和16方向参考帧中的方向关系提供了不同程度的粒度。在相似度检索中,我们的系统提供了12种相似度度量,以支持查询图片与数据库图片之间的灵活匹配。实验包含3600张图片,成功地证明了图像检索系统的有效性。实验结果表明,在保持62.5%的查全率的同时,可以达到97.8%的准确率;在保持51.7%的查全率的情况下,可以达到97.9%的查全率。如果采用这种方法,平均可以同时达到86.1%的查准率和81.2%的查全率。 e阈值设置为0.5或0.6。作为信息检索系统,此性能非常好。

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