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Fast source camera identification using matching signs between query and reference fingerprints

机译:使用查询和参考指纹之间的匹配符号快速识别源摄像机

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摘要

Fast camera fingerprint search is an important issue for source camera identification in real-world applications. So far there has been little work done in this area. In this paper, we propose a novel fast search algorithm. We use global information derived from the relationship between the query fingerprint/digest and the reference fingerprints/digests in the database to guide fast search. This information can provide more accurate and robust clues for the selection of candidate matching database fingerprints. Because the quality of query fingerprints may degrade or vary in realistic applications, the construction of robust search clues is significant. To speed up the search process, we adopt a lookup table that is built on the separate-chaining hash table. The proposed algorithm has been tested using query images from real-world photos. Experiments demonstrate that our algorithm can well adapt to query fingerprints with different quality. It can achieve higher detection rates with lower computational cost than the traditional brute-force search algorithm and a pioneering fast search algorithm in literature.
机译:快速相机指纹搜索是现实应用中源相机识别的重要问题。到目前为止,这方面的工作很少。在本文中,我们提出了一种新颖的快速搜索算法。我们使用从数据库中查询指纹/摘要与参考指纹/摘要之间的关系得出的全局信息来指导快速搜索。此信息可以为选择匹配的数据库指纹提供更准确和可靠的线索。由于查询指纹的质量在实际应用中可能会降低或有所不同,因此构建可靠的搜索线索非常重要。为了加快搜索过程,我们采用了基于单独链接的哈希表的查找表。所提出的算法已使用来自真实照片的查询图像进行了测试。实验表明,该算法能够很好地适应不同质量的指纹查询。与传统的蛮力搜索算法和开创性的快速搜索算法相比,它可以以较低的计算成本实现更高的检测率。

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