{"title":"音乐导师:和弦识别在音乐教学中的应用","authors":"Shikun Liu","doi":"10.1109/CONF-SPML54095.2021.00038","DOIUrl":null,"url":null,"abstract":"Music tutor can provide practice advice for musical instrument leaners. The core is the combination of music theory knowledge, machine learning and chord recognition. Chord recognition is the basis of automatic music labeling, and plays an important role in music segmentation and audio matching. Aiming at the problem of low recognition rate of the same chord between different instruments, this paper uses an improved algorithm based on instantaneous frequency to extract Pitch Level Profile (PCP) features. Music instructor makes suggestions and plans for learners based on the mining data of chord recognition (accuracy rate, loudness difference, etc.) It can provide a more reasonable practice plan for beginners to make music teaching efficient.","PeriodicalId":415094,"journal":{"name":"2021 International Conference on Signal Processing and Machine Learning (CONF-SPML)","volume":"15 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Music Tutor: Application of Chord Recognition in Music Teaching\",\"authors\":\"Shikun Liu\",\"doi\":\"10.1109/CONF-SPML54095.2021.00038\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Music tutor can provide practice advice for musical instrument leaners. The core is the combination of music theory knowledge, machine learning and chord recognition. Chord recognition is the basis of automatic music labeling, and plays an important role in music segmentation and audio matching. Aiming at the problem of low recognition rate of the same chord between different instruments, this paper uses an improved algorithm based on instantaneous frequency to extract Pitch Level Profile (PCP) features. Music instructor makes suggestions and plans for learners based on the mining data of chord recognition (accuracy rate, loudness difference, etc.) It can provide a more reasonable practice plan for beginners to make music teaching efficient.\",\"PeriodicalId\":415094,\"journal\":{\"name\":\"2021 International Conference on Signal Processing and Machine Learning (CONF-SPML)\",\"volume\":\"15 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-11-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 International Conference on Signal Processing and Machine Learning (CONF-SPML)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/CONF-SPML54095.2021.00038\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 International Conference on Signal Processing and Machine Learning (CONF-SPML)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CONF-SPML54095.2021.00038","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Music Tutor: Application of Chord Recognition in Music Teaching
Music tutor can provide practice advice for musical instrument leaners. The core is the combination of music theory knowledge, machine learning and chord recognition. Chord recognition is the basis of automatic music labeling, and plays an important role in music segmentation and audio matching. Aiming at the problem of low recognition rate of the same chord between different instruments, this paper uses an improved algorithm based on instantaneous frequency to extract Pitch Level Profile (PCP) features. Music instructor makes suggestions and plans for learners based on the mining data of chord recognition (accuracy rate, loudness difference, etc.) It can provide a more reasonable practice plan for beginners to make music teaching efficient.