Emotion4MIDI: A Lyrics-Based Emotion-Labeled Symbolic Music Dataset

Serkan Sulun, Pedro Oliveira,Paula Viana

PROGRESS IN ARTIFICIAL INTELLIGENCE, EPIA 2023, PT II(2023)

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摘要
We present a new large-scale emotion-labeled symbolic music dataset consisting of 12 k MIDI songs. To create this dataset, we first trained emotion classification models on the GoEmotions dataset, achieving state-of-the-art results with a model half the size of the baseline. We then applied these models to lyrics from two large-scale MIDI datasets. Our dataset covers a wide range of fine-grained emotions, providing a valuable resource to explore the connection between music and emotions and, especially, to develop models that can generate music based on specific emotions. Our code for inference, trained models, and datasets are available online.
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关键词
Sentiment analysis,Symbolic music,Emotion classification,Music dataset
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