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تصنيف الأنواع الموسيقية×مقياس تشابه الموسيقى×
المجالاسترجاع المعلومات الموسيقيةاسترجاع المعلومات الموسيقية
العائلةMachine learningMachine learning
سنة النشأة20022001
صاحب الطريقةGeorge TzanetakisBeth Logan
النوعAudio feature-based classificationContent-based audio similarity
المصدر التأسيسيTzanetakis, G., & Cook, P. (2002). Musical genre classification of audio signals. IEEE Transactions on Speech and Audio Processing, 10(5), 293-302. DOI ↗Logan, B., & Salomon, A. (2001). A music similarity function based on song structure. In Proceedings of the International Conference on Music Information Retrieval. link ↗
الأسماء البديلةgenre recognition, music categorization, style classificationmusic distance metric, timbral similarity, content-based similarity
ذات صلة55
الملخصMusic 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.Music similarity measures are computational methods for assessing how musically related two audio recordings are. Introduced by Logan (2001), similarity measures enable content-based music recommendation, playlist generation, and music discovery. Unlike fingerprinting, which identifies the same song, similarity measures gauge stylistic, timbral, and structural resemblance between different songs. Measures can be acoustic (comparing spectral features), high-level (genre, mood), or hybrid.
ScholarGateمجموعة البيانات
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ScholarGateقارن الطرق: Music Genre Classification · Music Similarity Measure. استُرجع بتاريخ 2026-06-20 من https://scholargate.app/ar/compare