FAST CAMERA FINGERPRINT MATCHING IN VERY LARGE DATABASES

被引:0
|
作者
Taspinar, Samet [1 ]
Sencar, Husrev T. [1 ,2 ]
Bayram, Sevinc [3 ]
Memon, Nasir [1 ,4 ]
机构
[1] New York Univ, Ctr Cyber Secur, Abu Dhabi, U Arab Emirates
[2] TOBB Univ, Comp Engn Dept, Ankara, Turkey
[3] Hitachi Europe Ltd, London, England
[4] NYU, Dept CSE, New York, NY USA
来源
2017 24TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP) | 2017年
关键词
Sensor noise; PRNU noise; camera fingerprint; composite fingerprint; fingerprint digests; IDENTIFICATION;
D O I
暂无
中图分类号
TB8 [摄影技术];
学科分类号
0804 ;
摘要
Given a query image or video, or a known camera fingerprint, there is a lack of capabilities for fast identification of media, from a large repository of images and videos, that match the query fingerprint. This work introduces a new approach that improves the computation efficiency of pairwise camera fingerprint matching and incorporates group testing to make the search more effective. More specifically, we jointly leverage the individual strengths of composite fingerprints and fingerprint digests in a novel manner and design two methods that are superior to existing approaches. The results show that under very high-performance requirements, where the probability of correct identification is close to one with a false-positive rate of zero, the proposed search methods are 2-8 times faster than the state-of-art search methods.
引用
收藏
页码:4088 / 4092
页数:5
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