TY - GEN
T1 - Transfer learning for music classification and regression tasks
AU - Choi, Keunwoo
AU - Fazekas, György
AU - Sandler, Mark
AU - Cho, Kyunghyun
N1 - Publisher Copyright:
© 2019 Keunwoo Choi, György Fazekas, Mark Sandler, Kyunghyun Cho.
PY - 2017
Y1 - 2017
N2 - In this paper, we present a transfer learning approach for music classification and regression tasks. We propose to use a pre-trained convnet feature, a concatenated feature vector using the activations of feature maps of multiple layers in a trained convolutional network. We show how this convnet feature can serve as general-purpose music representation. In the experiments, a convnet is trained for music tagging and then transferred to other music-related classification and regression tasks. The convnet feature outperforms the baseline MFCC feature in all the considered tasks and several previous approaches that are aggregating MFCCs as well as low- and high-level music features.
AB - In this paper, we present a transfer learning approach for music classification and regression tasks. We propose to use a pre-trained convnet feature, a concatenated feature vector using the activations of feature maps of multiple layers in a trained convolutional network. We show how this convnet feature can serve as general-purpose music representation. In the experiments, a convnet is trained for music tagging and then transferred to other music-related classification and regression tasks. The convnet feature outperforms the baseline MFCC feature in all the considered tasks and several previous approaches that are aggregating MFCCs as well as low- and high-level music features.
UR - http://www.scopus.com/inward/record.url?scp=85069930310&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85069930310&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:85069930310
T3 - Proceedings of the 18th International Society for Music Information Retrieval Conference, ISMIR 2017
SP - 141
EP - 149
BT - Proceedings of the 18th International Society for Music Information Retrieval Conference, ISMIR 2017
A2 - Cunningham, Sally Jo
A2 - Duan, Zhiyao
A2 - Hu, Xiao
A2 - Turnbull, Douglas
PB - International Society for Music Information Retrieval
T2 - 18th International Society for Music Information Retrieval Conference, ISMIR 2017
Y2 - 23 October 2017 through 27 October 2017
ER -