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Playing with tagging: A real-time tagging music player
| Content Provider | CiteSeerX |
|---|---|
| Author | Wang, Ju-Chiang Wang, Hsin-Min Jeng, Shyh-Kang |
| Description | in Proc. IEEE Int. Conf. Acoustics, Speech & Signal Processing, 2012 Visualizing audio signals during playback has long been a fundamental function of music players. However, most vis-ual effects are generated by audio signal processing directly and render meaningless or incomprehensible displays to users. In this paper, we present an intelligent music player called the Playing with Tagging (PWT) music player. By integrating a real-time music tagger, the PWT player can display dynamic tag distributions via a set of tag bars that move in sync with the music. To synchronize the tag distri-butions, the music tagger must be able to online recognize the music tags. We utilize a Gaussian mixture model (GMM) as an auditory feature encoding reference and a mixture of tag-based aspect models (TBAMs) to predict the tag distri-bution for a short sliding chunk of the music played. To evaluate the real-time tagging function, we simulate tag prediction on short music chunks. The results of experi-ments on the MajorMiner dataset demonstrate the potential and effectiveness of the proposed music tagging method. Index Terms — Online music tag annotation, real-time |
| File Format | |
| Language | English |
| Access Restriction | Open |
| Subject Keyword | Incomprehensible Display Tag Bar Tag-based Aspect Model Music Tag Dynamic Tag Distribution Vis-ual Effect Majorminer Dataset Demonstrate Tag Prediction Fundamental Function Audio Signal Real-time Tagging Function Pwt Player Gaussian Mixture Model Tag Distri-butions Intelligent Music Player Short Music Chunk Real-time Music Tagger Real-time Tagging Music Player Music Tagger Tag Distri-bution Auditory Feature Audio Signal Processing Music Player |
| Content Type | Text |
| Resource Type | Article |