Fast Approximate Kernel-Based Similarity Search for Image Retrieval Task

被引:0
|
作者
Gorisse, David [1 ]
Cord, Matthieu [2 ]
Precioso, Frederic [1 ]
Philipp-Foliguet, Sylvie [1 ]
机构
[1] Univ Cergy Pontoise, ENSEA, ETIS, CNRS, Cergy Pontoise, France
[2] UPMC P6, LIP6, Paris, France
关键词
D O I
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中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In content based image retrieval, the success of an), distance-based indexing scheme depends critically on the quality of the chosen distance metric. We propose in this paper a kernel-based similarity approach working on sets of vectors to represent images. We introduce a method for fast approximate similarity search in large image databases with our kernel-based similarity metric. We evaluate our algorithm on image retrieval task and show it to be accurate and faster than linear scanning.
引用
收藏
页码:3390 / 3393
页数:4
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