DocumentCode :
1231729
Title :
“Reinventing the Wheel”: A Novel Approach to Music Player Interfaces
Author :
Pohle, Tim ; Knees, Peter ; Schedl, Markus ; Pampalk, Elias ; Widmer, Gerhard
Author_Institution :
Dept. of Computational Perception, Johannes Kepler Univ., Linz
Volume :
9
Issue :
3
fYear :
2007
fDate :
4/1/2007 12:00:00 AM
Firstpage :
567
Lastpage :
575
Abstract :
We present a novel interface to (portable) music players that benefit from intelligently structured collections of audio files. For structuring, we calculate similarities between every pair of songs and model a travelling salesman problem (TSP) that is solved to obtain a playlist (i.e., the track ordering during playback) where the average distance between consecutive pieces of music is minimal according to the similarity measure. The similarities are determined using both audio signal analysis of the music tracks and Web-based artist profile comparison. Indeed, we show how to enhance the quality of the well-established methods based on audio signal processing with features derived from Web pages of music artists. Using TSP allows for creating circular playlists that can be easily browsed with a wheel as input device. We investigate the usefulness of four different TSP algorithms for this purpose. For evaluating the quality of the generated playlists, we apply a number of quality measures to two real-world music collections. It turns out that the proposed combination of audio and text-based similarity yields better results than the initial approach based on audio data only. We implemented an audio player as Java applet to demonstrate the benefits of our approach. Furthermore, we present the results of a small user study conducted to evaluate the quality of the generated playlists
Keywords :
Internet; Java; audio signal processing; audio user interfaces; feature extraction; music; travelling salesman problems; Java applet; Web pages; Web-based artist profile; audio file collection; audio signal analysis; audio signal processing; feature extraction; portable music player interface; travelling salesman problem; Feature extraction; music; music playlist generation; portable media players; user interfaces;
fLanguage :
English
Journal_Title :
Multimedia, IEEE Transactions on
Publisher :
ieee
ISSN :
1520-9210
Type :
jour
DOI :
10.1109/TMM.2006.887991
Filename :
4130373
Link To Document :
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