{"title":"基于面部特征提取和深度学习的音乐情感识别","authors":"A. Dhar, Bilal N Shaikh Mohammad","doi":"10.2139/ssrn.3560840","DOIUrl":null,"url":null,"abstract":"Listening to music is a very common thing. Nowadays, users pick music manually on their own i.e. the music has to be chosen manually. So, to ease the work of the users, expression recognition plays an important role in predicting and deciding the mood. It uses different facial features to detect mood. After a certain mood is detected, the system will play music according to the mood. In this system, machine learning techniques and algorithms such as SVM, Neural Networks, Image Preprocessing are used. Till now, the research has shown accuracy up to 72.4% by using SVM.","PeriodicalId":433297,"journal":{"name":"EngRN: Signal Processing (Topic)","volume":"48 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-04-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Emotion Recognition with Music using Facial Feature Extraction and Deep Learning\",\"authors\":\"A. Dhar, Bilal N Shaikh Mohammad\",\"doi\":\"10.2139/ssrn.3560840\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Listening to music is a very common thing. Nowadays, users pick music manually on their own i.e. the music has to be chosen manually. So, to ease the work of the users, expression recognition plays an important role in predicting and deciding the mood. It uses different facial features to detect mood. After a certain mood is detected, the system will play music according to the mood. In this system, machine learning techniques and algorithms such as SVM, Neural Networks, Image Preprocessing are used. Till now, the research has shown accuracy up to 72.4% by using SVM.\",\"PeriodicalId\":433297,\"journal\":{\"name\":\"EngRN: Signal Processing (Topic)\",\"volume\":\"48 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-04-08\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"EngRN: Signal Processing (Topic)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.2139/ssrn.3560840\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"EngRN: Signal Processing (Topic)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.2139/ssrn.3560840","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Emotion Recognition with Music using Facial Feature Extraction and Deep Learning
Listening to music is a very common thing. Nowadays, users pick music manually on their own i.e. the music has to be chosen manually. So, to ease the work of the users, expression recognition plays an important role in predicting and deciding the mood. It uses different facial features to detect mood. After a certain mood is detected, the system will play music according to the mood. In this system, machine learning techniques and algorithms such as SVM, Neural Networks, Image Preprocessing are used. Till now, the research has shown accuracy up to 72.4% by using SVM.