CULTURAL STYLE BASED MUSIC CLASSIFICATION OF AUDIO SIGNALS

被引：0

作者：

Liu, Yuxiang ^{[1
,2
,3
]}

Xiang, Qiaoliang ^{[3
]}

Wang, Ye ^{[3
]}

Cai, Lianhong ^{[1
,2
]}

机构：

[1] Tsinghua Univ, Dept Comp Sci & Technol, Beijing 100084, Peoples R China

[2] Tsinghua Natl Lab Informat Sci, Beijing 100084, Peoples R China

[3] Natl Univ Singapore, Sch Comp, Singapore 117548, Singapore

来源：

2009 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS 1- 8, PROCEEDINGS | 2009年

基金：

美国国家科学基金会;

关键词：

Music information retrieval; cultural style; audio classification; feature extraction;

D O I：

暂无

中图分类号：

O42 [声学];

学科分类号：

070206 ; 082403 ;

摘要：

Music classification based on cultural style is useful for music analysis and has potential applications in retrieval and recommendation systems. In this paper, we present the first attempt to classify audio signals automatically according to their cultural styles, which are characterized by timbre, rhythm, wavelet coefficients and musicology-based features. Machine learning algorithms are employed to investigate the effectiveness of various features on a data set of 1300 music pieces. Experimental results show that the proposed method can achieve an overall accuracy of 86% for six cultural styles, which shows the feasibility of integrating cultural style classification into music retrieval systems.

引用

页码：57 / +

页数：2

共 50 条

[1] Arabic Cultural Style Based Music Classification
Soboh, Lama
Elkabani, Islam
Osman, Ziad
[J]. 2017 INTERNATIONAL CONFERENCE ON NEW TRENDS IN COMPUTING SCIENCES (ICTCS), 2017, : 6 - 11
[2] WAVELET ANALYSIS FOR AUDIO SIGNALS WITH MUSIC CLASSIFICATION APPLICATIONS
Popescu, Anca
Gavat, Inge
Datcu, Mihai
[J]. FROM SPEECH PROCESSING TO SPOKEN LANGUAGE TECHNOLOGY, 2009, : 189 - 197
[3] Machine Learning Evaluation for Music Genre Classification of Audio Signals
Dabas, Chetna
Agarwal, Aditya
Gupta, Naman
Jain, Vaibhav
Pathak, Siddhant
[J]. INTERNATIONAL JOURNAL OF GRID AND HIGH PERFORMANCE COMPUTING, 2020, 12 (03) : 57 - 67
[4] Audio Songs Classification Based on Music Patterns
Sharma, Rahul
Murthy, Y. V. Srinivasa
Koolagudi, Shashidhar G.
[J]. PROCEEDINGS OF THE SECOND INTERNATIONAL CONFERENCE ON COMPUTER AND COMMUNICATION TECHNOLOGIES, IC3T 2015, VOL 3, 2016, 381 : 157 - 166
[5] Motivic Pattern Classification of Music Audio Signals Combining Residual and LSTM Networks
Arronte Alvarez, Aitor
Gomez, Francisco
[J]. INTERNATIONAL JOURNAL OF INTERACTIVE MULTIMEDIA AND ARTIFICIAL INTELLIGENCE, 2021, 6 (06): : 208 - 214
[6] Research on the Classification of Audio Doppler Signals Based on SVM
Luo, Donghua
[J]. 2018 4TH INTERNATIONAL CONFERENCE ON EDUCATION, MANAGEMENT AND INFORMATION TECHNOLOGY (ICEMIT 2018), 2018, : 36 - 41
[7] Research on Music Emotion Classification Based on Lyrics and Audio
Shi, Wanglei
Feng, Shuang
[J]. PROCEEDINGS OF 2018 IEEE 3RD ADVANCED INFORMATION TECHNOLOGY, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (IAEAC 2018), 2018, : 1154 - 1159
[8] A Survey of Audio-Based Music Classification and Annotation
Fu, Zhouyu
Lu, Guojun
Ting, Kai Ming
Zhang, Dengsheng
[J]. IEEE TRANSACTIONS ON MULTIMEDIA, 2011, 13 (02) : 303 - 319
[9] Audio System Evaluation with Music Signals
Klippel, Wolfgang
Irrgang, Stefan
[J]. 2017 AES INTERNATIONAL CONFERENCE ON AUTOMOTIVE AUDIO, 2017,
[10] Music Genre Classification of audio signals Using Particle Swarm Optimization and Stacking Ensemble
Leartpantulak, Krittika
Kitjaidure, Yuttana
[J]. 2019 7TH INTERNATIONAL ELECTRICAL ENGINEERING CONGRESS (IEECON 2019), 2019,

← 1 2 3 4 5 →