Receptive-Field Regularized CNNs for Music Classification and Tagging

27 Jul 2020Khaled KoutiniHamid Eghbal-ZadehVerena HaunschmidPaul PrimusShreyan ChowdhuryGerhard Widmer

Convolutional Neural Networks (CNNs) have been successfully used in various Music Information Retrieval (MIR) tasks, both as end-to-end models and as feature extractors for more complex systems. However, the MIR field is still dominated by the classical VGG-based CNN architecture variants, often in combination with more complex modules such as attention, and/or techniques such as pre-training on large datasets... (read more)

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