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FAST CAMERA FINGERPRINT MATCHING IN VERY LARGE DATABASES

Abstract: 

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.

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Paper Details

Authors:
Taha Sencar, Sevinc Bayram, Nasir Memon
Submitted On:
17 September 2017 - 2:35am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Samet Taspinar
Paper Code:
ICIP1701
Document Year:
2017
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[1] Taha Sencar, Sevinc Bayram, Nasir Memon, "FAST CAMERA FINGERPRINT MATCHING IN VERY LARGE DATABASES", IEEE SigPort, 2017. [Online]. Available: http://sigport.org/2210. Accessed: Jul. 20, 2019.
@article{2210-17,
url = {http://sigport.org/2210},
author = {Taha Sencar; Sevinc Bayram; Nasir Memon },
publisher = {IEEE SigPort},
title = {FAST CAMERA FINGERPRINT MATCHING IN VERY LARGE DATABASES},
year = {2017} }
TY - EJOUR
T1 - FAST CAMERA FINGERPRINT MATCHING IN VERY LARGE DATABASES
AU - Taha Sencar; Sevinc Bayram; Nasir Memon
PY - 2017
PB - IEEE SigPort
UR - http://sigport.org/2210
ER -
Taha Sencar, Sevinc Bayram, Nasir Memon. (2017). FAST CAMERA FINGERPRINT MATCHING IN VERY LARGE DATABASES. IEEE SigPort. http://sigport.org/2210
Taha Sencar, Sevinc Bayram, Nasir Memon, 2017. FAST CAMERA FINGERPRINT MATCHING IN VERY LARGE DATABASES. Available at: http://sigport.org/2210.
Taha Sencar, Sevinc Bayram, Nasir Memon. (2017). "FAST CAMERA FINGERPRINT MATCHING IN VERY LARGE DATABASES." Web.
1. Taha Sencar, Sevinc Bayram, Nasir Memon. FAST CAMERA FINGERPRINT MATCHING IN VERY LARGE DATABASES [Internet]. IEEE SigPort; 2017. Available from : http://sigport.org/2210