TY - GEN
T1 - Segmenting music through the joint estimation of keys, chords and structural boundaries
AU - Pauwels, Johan
AU - Peeters, Geoffroy
PY - 2013/11/18
Y1 - 2013/11/18
N2 - In this paper, we introduce a new approach to music structure segmentation that is based on the joint estimation of structural segments, keys and chords in one probabilistic framework. More precisely, the boundaries of a structure segment are determined by detecting key changes and by utilizing the difference in prior probability of chord transitions according to their position in a structural segment. In contrast to many of the recent approaches to structural segmentation, this system does not work with self-similarity matrices, although it has been designed to integrate this kind of approach into the framework at a later stage. However, just the current version of the system, using only the estimated harmony, is already producing encouraging results, especially with respect to the precise localization of the boundaries.
AB - In this paper, we introduce a new approach to music structure segmentation that is based on the joint estimation of structural segments, keys and chords in one probabilistic framework. More precisely, the boundaries of a structure segment are determined by detecting key changes and by utilizing the difference in prior probability of chord transitions according to their position in a structural segment. In contrast to many of the recent approaches to structural segmentation, this system does not work with self-similarity matrices, although it has been designed to integrate this kind of approach into the framework at a later stage. However, just the current version of the system, using only the estimated harmony, is already producing encouraging results, especially with respect to the precise localization of the boundaries.
KW - Key and chord estimation
KW - Music information retrieval
KW - Structural segmentation
U2 - 10.1145/2502081.2502193
DO - 10.1145/2502081.2502193
M3 - Conference contribution
AN - SCOPUS:84887447821
SN - 9781450324045
T3 - MM 2013 - Proceedings of the 2013 ACM Multimedia Conference
SP - 741
EP - 744
BT - MM 2013 - Proceedings of the 2013 ACM Multimedia Conference
T2 - 21st ACM International Conference on Multimedia, MM 2013
Y2 - 21 October 2013 through 25 October 2013
ER -