TY - GEN
T1 - A feature smoothing method for chord recognition using recurrence plots
AU - Cho, Taemin
AU - Bello, Juan P.
PY - 2011
Y1 - 2011
N2 - In this paper, we propose a feature smoothing technique for chord recognition tasks based on repeated patterns within a song. By only considering repeated segments of a song, our method can smooth the features without losing chord boundary information and fine details of the original feature. While a similar existing technique requires several hard decisions such as beat quantization and segmentation, our method uses a simple pragmatic approach based on recurrence plot to decide which repeated parts to include in the smoothing process. This approach uses a more formal definition of the repetition search and allows shorter ("chordsize") repeated segments to contribute to the feature improvement process. In our experiments, our method outperforms conventional and popular smoothing techniques (a moving average filter and a median filter). In particular, it shows a synergistic effect when used with the Viterbi decoder.
AB - In this paper, we propose a feature smoothing technique for chord recognition tasks based on repeated patterns within a song. By only considering repeated segments of a song, our method can smooth the features without losing chord boundary information and fine details of the original feature. While a similar existing technique requires several hard decisions such as beat quantization and segmentation, our method uses a simple pragmatic approach based on recurrence plot to decide which repeated parts to include in the smoothing process. This approach uses a more formal definition of the repetition search and allows shorter ("chordsize") repeated segments to contribute to the feature improvement process. In our experiments, our method outperforms conventional and popular smoothing techniques (a moving average filter and a median filter). In particular, it shows a synergistic effect when used with the Viterbi decoder.
UR - http://www.scopus.com/inward/record.url?scp=84873375453&partnerID=8YFLogxK
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M3 - Conference contribution
AN - SCOPUS:84873375453
SN - 9780615548654
T3 - Proceedings of the 12th International Society for Music Information Retrieval Conference, ISMIR 2011
SP - 651
EP - 656
BT - Proceedings of the 12th International Society for Music Information Retrieval Conference, ISMIR 2011
T2 - 12th International Society for Music Information Retrieval Conference, ISMIR 2011
Y2 - 24 October 2011 through 28 October 2011
ER -