Title :
Randomly driven fuzzy key extraction of unclonable images
Author :
Shariati, Saloomeh ; Jacques, Laurent ; Standaert, François-Xavier ; Macq, Benoit ; Salhi, Mohamed Amin ; Antoine, Philippe
Author_Institution :
Inf. & Commun. Technol., Electron. & Appl. Math., Univ. catholique de Louvain, Louvain-la-Neuve, Belgium
Abstract :
In this paper, we develop an adjustable Fuzzy Extractor using the Physical Unclonable Functions (PUF) obtained by a common laser engraving method to sign physical objects. In particular, a string (or helper data) is generated by XORing a binary reduction of the PUF observation with the encoding of a randomly generated key, or identifier. Since the binary reduction (or hash) relies on keeping the sign of few random projections of the observation, a measure concentration property bounds, with a controlled accuracy, the distance between two different hashes in function of this of the original images. The error correcting code used to encode the identifier stabilizes therefore both the observation noise and the hashing distortion. In a verification stage, reobserving the PUF with the helper data in hand allows one to authenticate the object if the identifier can be exactly recovered. We conclude this work by calibrating and challenging the system on a database of laser-written PUFs, balancing helper data size, that is, hashing dimensions, and system security.
Keywords :
cryptography; error correction codes; feature extraction; fuzzy set theory; image coding; PUF; XORing; binary reduction; encoding; error correcting code; fuzzy key extraction; hash function; laser engraving method; physical unclonable functions; security; unclonable images; Databases; Error correction codes; Laser modes; Laser theory; Materials; Measurement by laser beam; Noise; Fuzzy Extractor; Hamming Distance; Measure Concentration; Random Projection; Unclonability;
Conference_Titel :
Image Processing (ICIP), 2010 17th IEEE International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-7992-4
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2010.5652420