Title :
Scale-robust compressive camera fingerprint matching with random projections
Author :
Valsesia, Diego ; Coluccia, Giulio ; Bianchi, Tiziano ; Magli, Enrico
Author_Institution :
Dipt. di Elettron. e Telecomun., Politec. di Torino, Turin, Italy
Abstract :
Recently, we demonstrated that random projections can provide an extremely compact representation of a camera fingerprint without significantly affecting the matching performance. In this paper, we propose a new construction that makes random projections of camera fingerprints scale-robust. The proposed method maps the compressed fingerprint of a rescaled image to the compressed fingerprint of the original image, rescaled by the same factor. In this way, fingerprints obtained from rescaled images can be directly matched in the compressed domain, which is much more efficient than existing scale-robust approaches. Experimental results on the publicly available Dresden database show that the proposed technique is robust to a wide range of scale transformations. Moreover, robustness can be further improved by providing reference scales in the database, with a small additional storage cost.
Keywords :
data compression; fingerprint identification; image coding; image matching; image sensors; photoresponse nonuniformity; random projections; scale-robust compressive camera fingerprint matching; Cameras; Databases; Forensics; Image coding; Robustness; Sensors; PRNU; random projections;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on
Conference_Location :
South Brisbane, QLD
DOI :
10.1109/ICASSP.2015.7178260