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HọMachine learningMachine learning
Năm ra đời20022008
Người khởi xướngGeorge TzanetakisAnssi Klapuri
LoạiAudio feature-based classificationPolyphonic audio-to-symbolic conversion
Công trình gốcTzanetakis, G., & Cook, P. (2002). Musical genre classification of audio signals. IEEE Transactions on Speech and Audio Processing, 10(5), 293-302. DOI ↗Klapuri, A. (2008). Automatic music transcription as we know it today. Journal of New Music Research, 33(3), 323-337. DOI ↗
Tên gọi khácgenre recognition, music categorization, style classificationmusic-to-notation conversion, score estimation, polyphonic transcription
Liên quan55
Tóm tắtMusic genre classification is the task of automatically assigning genre labels (rock, jazz, classical, pop, etc.) to audio recordings. Introduced formally by Tzanetakis and Cook (2002), it is one of the earliest and most studied music information retrieval problems. It remains critical for music discovery, recommendation systems, digital library organization, and music streaming services. Modern systems achieve high accuracy on standard datasets using deep learning.Automatic music transcription is the task of converting audio recordings into symbolic music notation (e.g., scores with note pitch, onset, and duration). Formalized as a research problem by Klapuri (2008), it represents one of the most challenging tasks in music information retrieval. Transcription enables music education, composition analysis, and digital preservation. Modern systems, particularly those using deep learning for piano music (Hawthorne et al., 2019), have achieved significant progress but remain far from perfect on general polyphonic music.
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ScholarGateSo sánh phương pháp: Music Genre Classification · Automatic Music Transcription. Truy cập ngày 2026-06-20 từ https://scholargate.app/vi/compare