Development of User Music Recognition System For Online Music Management Service

성보경; Il Ju， Ko

Recently, recognizing user resource for personalized service has been needed in digital content service fields. Especially, to analyze user taste, recommend music and service music related information need recognition of user music file in case of online music service. Music related information service is offered through recognizing user music based on tag information. Recognition error has grown by weak points like changing and removing of tag information. Techniques of content based user music recognition with music signal itself are researched for solving upper problems. In this paper, we propose user music recognition on the internet by extracted feature from music signal. Features are extracted after suitable preprocessing for structure of content based user music recognition. Recognizing on music server consist of feature form are progressed with extracted feature. Through this, user music can be recognized independently of tag data. 600 music was collected and converted to each 5 music qualities for proving of proposed recognition. Converted 3000 experiment music on this method is used for recognition experiment on music server including 300,000 music. Average of recognition ratio was 85%. Weak points of tag based music recognition were overcome through proposed content based music recognition. Recognition performance of proposed method show a possibility that can be adapt to online music service in practice.

Citation status

KCI Citation Counts (2)
열림/닫힘 버튼
REFERENCES (18)
열림/닫힘 버튼
* 2021년 이후 발행 논문의 참고문헌은 현재 구축 중입니다.

[web] / ID3 tag version 2.3.0 / http://www.id3.org/id3v2.3.0.html

[journal] 성보경 / 2008 / Same music file recognition method by using similarity measurement among music feature data / 한국컴퓨터정보학회논문지 / 한국컴퓨터정보학회 13(3) : 99~106

[confproc] R.Zhou / 2007 / Music Onset detection combining energy-based and pitch-based approaches / Proc.MIREX Audio Onset Detection Contest

[journal] A. J. eronen / 2006 / Audio-Based Contest Recognition / IEEE Trans. Audio, Speech and Language processing 14(1) : 321~329

[journal] A. Harma / 2001 / A comparison of warped and conventional linear predictive coding / IEEE Transactions on Speech and Audio Processing 9(5) : 579~588

[journal] J.Makhoul / 1975 / Linear prediction-A tutorial overview / Proceeding of IEEE 63(4) : 561~580

[confproc] B.J.Shannon / 2003 / A comparative study of filter bank spacing for speech recognition / Proceedings of International Micro-electronic engineering research conference : 1~3

[confproc] F.Zheng / 2000 / Integrating the energy information into MFCC / 6th International Conference of Spoken Language Processing : 389~392

[journal] Z.Jun / 2004 / Using Mel-Frequency Cepstral Coefficients in Missing Data Technique / EURASIP Journal on Applied Signal Processing 2004(1) : 340~346

[journal] M.Xu / 2003 / Creating audio keywords for event detection in soccer video / Multimedia and Expo.ICME03 Proceedings 2 : 281~284

[journal] R.Vergin / 1999 / Generalized mel frequency cepstral coefficients for large-vocabulary speaker-independent continuous-speech recognition / IEEE Transactions on Speech and Audio Processing, 7(5) : 525~532

[confproc] JJ.Burred / 2003 / A hierarchical approach to automatic musical genre classification / Proceeding of 6th International Conference on Digital Audio Effects

[journal] L.Lu / 2002 / Content analysis for audio classification and segmentation / IEEE Transactions on Speech and Audio Processing 10(7) : 504~516

[confproc] E.Scheirer / 1997 / Construction and evaluation of a robust multifeature / Acoustics,Speech,and Signal Processing ICASSP-97 IEEE : 1331~1334

[confproc] SH.Nawab / 1987 / Short-time Fourier transform / Advanced topics in signal processing of Prentice Hall Signal Processing Series : 289~337

[confproc] B.K. Sung / 2009 / A Practical Method for Digital Music Matching Robust to Various Sound Qualities / Proceedings of World Academy of Science, Engineering And Technology (WASET) Vol.60, Conference on Computer, Electrical, Systems Science and Engineering 2009 (CESSE2009) : 309~314

[confproc] B.K. Sung / 2003 / Effective Digital Music Retrieval System through Content-based Features / Proceedings of World Academy of Science, Engineering And Technology (WASET) Vol.50, International Conference on Computer, Electrical, Systems Science and Engineering 2009 (ICSSE2009) : 721~726

[journal] 김정수 / 2009 / The Noise Robust Algorithm to Detect the Starting Point of Music for Content Based Music Retrieval System / 한국컴퓨터정보학회논문지 / 한국컴퓨터정보학회 14(9) : 95~104

이 논문은 한국연구재단의 지원을 받아 작성되었습니다.

KJC Korea
Journal Central

Statistics

Tools

Sharing

Issue List

Citation status