DocumentCode
1557141
Title
Huge Music Archives on Mobile Devices
Author
Blume, Holger ; Bischl, Bernd ; Botteck, Martin ; Igel, Christian ; Martin, Rainer ; Roetter, Günther ; Rudolph, Günter ; Theimer, Wolfgang ; Vatolkin, Igor ; Weihs, Claus
Volume
28
Issue
4
fYear
2011
fDate
7/1/2011 12:00:00 AM
Firstpage
24
Lastpage
39
Abstract
The availability of huge nonvolatile storage capacities such as flash memory allows large music archives to be maintained even in mobile devices. With the increase in size, manual organization of these archives and manual search for specific music becomes very inconvenient. Automated dynamic organization enables an attractive new class of applications for managing ever-increasing music databases. For these types of applications, extraction of music features as well as subsequent feature processing and music classification have to be performed. However, these are computationally intensive tasks and difficult to tackle on mobile platforms. Against this background, we provided an overview of algorithms for music classification as well as their computation times and other hardware-related aspects, such as power consumption on various hardware architectures. For mobile platforms such as smartphones, a careful balance of algorithm complexity, hardware architecture, and classification accuracy has to be found to provide a high quality user experience.
Keywords
classification; feature extraction; flash memories; information retrieval systems; mobile computing; music; random-access storage; user interfaces; algorithm complexity; automated dynamic organization; feature processing; flash memory; hardware architecture; hardware architectures; mobile devices; music archives; music classification; music databases; music feature extraction; nonvolatile storage capacities; power consumption; smartphones; Fingerprint recognition; Flash memory; Mobile communication; Mobile handsets; Multiple signal classification; Music; Music information retrieval;
fLanguage
English
Journal_Title
Signal Processing Magazine, IEEE
Publisher
ieee
ISSN
1053-5888
Type
jour
DOI
10.1109/MSP.2011.940880
Filename
5888636
Link To Document