TY - GEN
T1 - SmartDJ
T2 - 2013 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2013
AU - Aw, Maureen S.Y.
AU - Lim, Chung Sion
AU - Khong, Andy W.H.
PY - 2013
Y1 - 2013
N2 - We present a user-friendly method that employs acoustic features to automatically classify songs. This is achieved by extracting low-level features and reducing the feature space using principle component analysis (PCA). The songs are then plotted on a song-space graphic user interface (GUI) for manual or automatic browsing. The similarity between songs is given by the Euclidean distance in this lower-dimension song space. Using this song space, a prototype application known as the 'SmartDJ' has been implemented on the MAX/MSP platform. This prototype application enables users to visualize their music library, select songs based on their similarity or automate the song selection process using a given seed song. We also describe, in this paper, several features of the application including the smooth mix transition feature which provides an enhanced experience for the users to perform song transition seamlessly.
AB - We present a user-friendly method that employs acoustic features to automatically classify songs. This is achieved by extracting low-level features and reducing the feature space using principle component analysis (PCA). The songs are then plotted on a song-space graphic user interface (GUI) for manual or automatic browsing. The similarity between songs is given by the Euclidean distance in this lower-dimension song space. Using this song space, a prototype application known as the 'SmartDJ' has been implemented on the MAX/MSP platform. This prototype application enables users to visualize their music library, select songs based on their similarity or automate the song selection process using a given seed song. We also describe, in this paper, several features of the application including the smooth mix transition feature which provides an enhanced experience for the users to perform song transition seamlessly.
UR - http://www.scopus.com/inward/record.url?scp=84893334515&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84893334515&partnerID=8YFLogxK
U2 - 10.1109/APSIPA.2013.6694280
DO - 10.1109/APSIPA.2013.6694280
M3 - Conference contribution
AN - SCOPUS:84893334515
SN - 9789869000604
T3 - 2013 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2013
BT - 2013 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2013
Y2 - 29 October 2013 through 1 November 2013
ER -