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pyramid pooling convolutional neural network

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Temporal Pyramid Pooling Convolutional Neural Network for Cover Song Identification

#artificialintelligenceJan-18-2020, 10:04:06 GMT

Cover song identification is an important problem in the field of Music Information Retrieval. Most existing methods rely on hand-crafted features and sequence alignment methods, and further breakthrough is hard to achieve. In this paper, Convolutional Neural Networks (CNNs) are used for representation learning toward this task. We show that they could be naturally adapted to deal with key transposition in cover songs. Additionally, Temporal Pyramid Pooling is utilized to extract information on different scales and transform songs with different lengths into fixed-dimensional representations.

convolutional neural network, cover song identification, pyramid pooling convolutional neural network, (3 more...)

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Technology: Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.83)

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