A general framework for dictionary based audio fingerprinting
Title | A general framework for dictionary based audio fingerprinting |
Publication Type | Conference Paper |
Year of Publication | 2014 |
Authors | Moussallam, M., Daudet, L. |
Conference Name | Acoustics, Speech and Signal Processing (ICASSP), 2014 IEEE International Conference on |
Date Published | May |
Keywords | Atomic clocks, Audio fingerprinting, audio signal processing, concurrent objectives, Dictionaries, dictionary based audio fingerprinting, Entropy, fingerprint identification, Fingerprint recognition, fingerprint-based audio recognition system, general framework, greedy algorithms, Pareto distribution, Pareto-like continuum, penalized sparse representation problem, probabilistic distribution, Robustness, Sparse Representation, sparse support, Speech, structured sparsity, suboptimal greedy algorithm, Time-frequency Analysis |
Abstract | Fingerprint-based Audio recognition system must address concurrent objectives. Indeed, fingerprints must be both robust to distortions and discriminative while their dimension must remain to allow fast comparison. This paper proposes to restate these objectives as a penalized sparse representation problem. On top of this dictionary-based approach, we propose a structured sparsity model in the form of a probabilistic distribution for the sparse support. A practical suboptimal greedy algorithm is then presented and evaluated on robustness and recognition tasks. We show that some existing methods can be seen as particular cases of this algorithm and that the general framework allows to reach other points of a Pareto-like continuum. |
DOI | 10.1109/ICASSP.2014.6854166 |
Citation Key | 6854166 |
- greedy algorithms
- Time-frequency Analysis
- suboptimal greedy algorithm
- structured sparsity
- Speech
- sparse support
- Sparse Representation
- Robustness
- probabilistic distribution
- penalized sparse representation problem
- Pareto-like continuum
- Pareto distribution
- Atomic clocks
- general framework
- fingerprint-based audio recognition system
- Fingerprint recognition
- fingerprint identification
- Entropy
- dictionary based audio fingerprinting
- Dictionaries
- concurrent objectives
- audio signal processing
- Audio fingerprinting