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MedleyDB: A Multitrack Dataset for Annotation-Intensive MIR Research
We introduceMedleyDB: a dataset of annotated, royaltyfree multitrack recordings. The dataset was primarily developed to support research on melody extraction, addressing important shortcomings ofExpand
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Singing Voice Separation with Deep U-Net Convolutional Networks
The decomposition of a music audio signal into its vocal and backing track components is analogous to image-to-image translation, where a mixed spectrogram is transformed into its constituentExpand
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MUSDB18 - a corpus for music separation
The sigsep musdb18 data set consists of a total of 150 full-track songs of different styles and includes both the stereo mixtures and the original sources, divided between a training subset and aExpand
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Computer-aided Melody Note Transcription Using the Tony Software: Accuracy and Efficiency
We present Tony, a software tool for the interactive annotation of melodies from monophonic audio recordings, and evaluate its usability and the accuracy of its note extraction method. The scientificExpand
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Deep Salience Representations for F0 Estimation in Polyphonic Music
Estimating fundamental frequencies in polyphonic music remains a notoriously difficult task in Music Information Retrieval. While other tasks, such as beat tracking and chord recognition have seenExpand
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JAMS: A JSON Annotated Music Specification for Reproducible MIR Research
The continued growth of MIR is motivating more complex annotation data, consisting of richer information, multiple annotations for a given task, and multiple tasks for a given music signal. In thisExpand
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GuitarSet: A Dataset for Guitar Transcription
The guitar is a popular instrument for a variety of reasons, including its ability to produce polyphonic sound and its musical versatility. The resulting variability of sounds, however, posesExpand
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Melody Extraction by Contour Classification
Due to the scarcity of labeled data, most melody extraction algorithms do not rely on fully data-driven processing blocks but rather on careful engineering. For example, the Melodia melody extractionExpand
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librosa/librosa: 0.6.0
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A Comparison of Melody Extraction Methods Based on Source-Filter Modelling
This work is partially supported by the European Union/nunder the PHENICX project (FP7-ICT-601166) and the/nSpanish Ministry of Economy and Competitiveness under/nCASAS project (TIN2015-70816-R) andExpand
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  • Open Access