TY - JOUR
T1 - High-rate random-like spherical fingerprinting codes with linear decoding complexity
AU - Jourdas, Jean Franois
AU - Moulin, Pierre
N1 - Funding Information:
Manuscript received January 23, 2009; revised September 21, 2009. First published October 09, 2009; current version published November 18, 2009. This work was supported by Hewlett-Packard Labs and by the National Science Foundation under Grant CCF06-35137 and Grant CCF07-29061. The associate editor coordinating the review of this manuscript and approving it for publication was Dr. Min Wu.
PY - 2009/12
Y1 - 2009/12
N2 - The rate of a fingerprinting code is defined as R= (1/N) log2 M , where N is the code length and M the number of users. Capacity is the supremum of achievable rates for a given class of collusion attacks. Most fingerprinting codes in current literature are algebraic constructions with high minimum distance. These codes have low rate (relative to capacity) and thus long fingerprints for a given number of users and colluders. However, short fingerprints are valuable in media fingerprinting due to the limited number of robust features available for embedding. This paper proposes a framework to build high-rate fingerprinting codes operating near the fundamental capacity limit by concatenating short, random, and statistically independent subcodes. A practical implementation based on the turbo code construction is presented. Each subcode is decoded by a list Viterbi decoding algorithm, which outputs a list of suspect users. These lists are then processed using a matched filter, which extracts the most suspect user and declares him or her guilty. We provide examples of codes that are short, accommodate millions of users, and withstand (with an error probability of the order of 1%) dozens of colluders against the averaging or interleaving attack followed by additive white Gaussian noise. Our fingerprinting codes operate reliably at rates within 30% to 50% of capacity, which are substantially higher than any other existing code. The decoding complexity is linear in N, or, equivalently, in M.
AB - The rate of a fingerprinting code is defined as R= (1/N) log2 M , where N is the code length and M the number of users. Capacity is the supremum of achievable rates for a given class of collusion attacks. Most fingerprinting codes in current literature are algebraic constructions with high minimum distance. These codes have low rate (relative to capacity) and thus long fingerprints for a given number of users and colluders. However, short fingerprints are valuable in media fingerprinting due to the limited number of robust features available for embedding. This paper proposes a framework to build high-rate fingerprinting codes operating near the fundamental capacity limit by concatenating short, random, and statistically independent subcodes. A practical implementation based on the turbo code construction is presented. Each subcode is decoded by a list Viterbi decoding algorithm, which outputs a list of suspect users. These lists are then processed using a matched filter, which extracts the most suspect user and declares him or her guilty. We provide examples of codes that are short, accommodate millions of users, and withstand (with an error probability of the order of 1%) dozens of colluders against the averaging or interleaving attack followed by additive white Gaussian noise. Our fingerprinting codes operate reliably at rates within 30% to 50% of capacity, which are substantially higher than any other existing code. The decoding complexity is linear in N, or, equivalently, in M.
KW - Capacity
KW - Coding
KW - Decoding
KW - Fingerprinting
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U2 - 10.1109/TIFS.2009.2034188
DO - 10.1109/TIFS.2009.2034188
M3 - Article
AN - SCOPUS:70450230859
SN - 1556-6013
VL - 4
SP - 768
EP - 780
JO - IEEE Transactions on Information Forensics and Security
JF - IEEE Transactions on Information Forensics and Security
IS - 4
M1 - 5282599
ER -