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Ταξινόμηση Μουσικού Είδους×Ανάλυση Χροιάς×
ΠεδίοΑνάκτηση Μουσικής ΠληροφορίαςΑνάκτηση Μουσικής Πληροφορίας
ΟικογένειαMachine learningMachine learning
Έτος προέλευσης20021977
ΔημιουργόςGeorge TzanetakisJohn M. Grey
ΤύποςAudio feature-based classificationAcoustic feature extraction and analysis
Θεμελιώδης πηγήTzanetakis, G., & Cook, P. (2002). Musical genre classification of audio signals. IEEE Transactions on Speech and Audio Processing, 10(5), 293-302. DOI ↗Grey, J. M. (1977). Multidimensional perceptual scaling of musical timbres. The Journal of the Acoustical Society of America, 61(5), 1270-1277. DOI ↗
Εναλλακτικές ονομασίεςgenre recognition, music categorization, style classificationtone color analysis, spectral characterization, timbre descriptor extraction
Συναφείς55
ΣύνοψηMusic 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.Timbre analysis is the computational characterization and modeling of tone color—the perceived quality that distinguishes one instrument from another even at the same pitch and loudness. Pioneered by Grey (1977), timbre analysis extracts acoustic descriptors that characterize spectral shape, temporal dynamics, and harmonic content. It underlies instrument identification, music similarity assessment, and audio retrieval. Unlike melody and rhythm, timbre is high-dimensional and context-dependent, making it one of the most challenging aspects of music analysis.
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ScholarGateΣύγκριση μεθόδων: Music Genre Classification · Timbre Analysis. Ανακτήθηκε στις 2026-06-19 από https://scholargate.app/el/compare