TY - GEN
T1 - An improved hierarchical approach for music-to-symbolic score alignment
AU - Joder, Cyril
AU - Essid, Slim
AU - Richard, Gaël
PY - 2010/1/1
Y1 - 2010/1/1
N2 - We present an efficient approach for an off-line alignment of a symbolic score to a recording of the same piece, using a statistical model. A hidden state model is built from the score, which allows for the use of two different kinds of features, namely chroma vectors and an onset detection function (spectral flux) with specific production models, in a simple manner. We propose a hierarchical pruning method for an approximate decoding of this statistical model. This strategy reduces the search space in an adaptive way, yielding a better overall efficiency than the tested state-of-the art method. Experiments run on a large database of 94 pop songs show that the resulting system obtains higher recognition rates than the dynamic programming algorithm (DTW), with a significantly lower complexity, even though the rhythmic information is not used for the alignment.
AB - We present an efficient approach for an off-line alignment of a symbolic score to a recording of the same piece, using a statistical model. A hidden state model is built from the score, which allows for the use of two different kinds of features, namely chroma vectors and an onset detection function (spectral flux) with specific production models, in a simple manner. We propose a hierarchical pruning method for an approximate decoding of this statistical model. This strategy reduces the search space in an adaptive way, yielding a better overall efficiency than the tested state-of-the art method. Experiments run on a large database of 94 pop songs show that the resulting system obtains higher recognition rates than the dynamic programming algorithm (DTW), with a significantly lower complexity, even though the rhythmic information is not used for the alignment.
UR - https://www.scopus.com/pages/publications/80051648102
M3 - Conference contribution
AN - SCOPUS:80051648102
SN - 9789039353813
T3 - Proceedings of the 11th International Society for Music Information Retrieval Conference, ISMIR 2010
SP - 39
EP - 44
BT - Proceedings of the 11th International Society for Music Information Retrieval Conference, ISMIR 2010
PB - International Society for Music Information Retrieval
T2 - 11th International Society for Music Information Retrieval Conference, ISMIR 2010
Y2 - 9 August 2010 through 13 August 2010
ER -