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Fingerprint information maximization for content identification. Acoustics, Speech and Signal Processing (ICASSP), 2014 IEEE International Conference on. :3809-3813.
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2014. This paper presents a novel design of content fingerprints based on maximization of the mutual information across the distortion channel. We use the information bottleneck method to optimize the filters and quantizers that generate these fingerprints. A greedy optimization scheme is used to select filters from a dictionary and allocate fingerprint bits. We test the performance of this method for audio fingerprinting and show substantial improvements over existing learning based fingerprints.