Title :
Digital Media Indexing on the Cell Processor
Author :
Liu, Lurng-Kuo ; Liu, Qiang ; Natsev, Apostol Paul ; Ross, Kenneth A. ; Smith, John R. ; Varbanescu, Ana Lucia
Author_Institution :
IBM T. J. Watson Res. Center,, New York
Abstract :
We present a case study of developing a digital media indexing application, code-named MARVEL, on the STI cell broadband engine (CBE) processor. There are two aspects of the target application that require significant computing power: image analysis for feature extraction, and support vector machine (SVM) based pattern classification for concept detection. We discuss the mapping of a large application like MARVEL onto a multicore processor, and show how feature extraction and concept detection can be implemented on the CBE. We discuss how the synergistic processing units of a CBE can be used to gain dramatic performance improvements. The empirical results of our experiments, conducted on a Cell blade running at 3.2 GHz, show that the CBE provides a significant performance speed-up in our digital media indexing application.
Keywords :
feature extraction; image processing; indexing; multimedia systems; pattern classification; support vector machines; MARVEL; STI; cell broadband engine processor; concept detection; digital media indexing; feature extraction; frequency 3.2 GHz; image analysis; pattern classification; support vector machine; target application; Blades; Engines; Feature extraction; Image analysis; Indexing; Multicore processing; Pattern classification; Performance gain; Support vector machine classification; Support vector machines;
Conference_Titel :
Multimedia and Expo, 2007 IEEE International Conference on
Conference_Location :
Beijing
Print_ISBN :
1-4244-1016-9
Electronic_ISBN :
1-4244-1017-7
DOI :
10.1109/ICME.2007.4285038