Title :
The Role of Visual Content and Style for Concert Video Indexing
Author :
Snoek, C.G.M. ; Worring, M. ; Smeulders, A.W.M. ; Freiburg, B.
Author_Institution :
Amsterdam Univ., Amsterdam
Abstract :
This paper contributes to the automatic indexing of concert video. In contrast to traditional methods, which rely primarily on audio information for summarization applications, we explore how a visual-only concept detection approach could be employed. We investigate how our recent method for news video indexing -which takes into account the role of content and style -generalizes to the concert domain. We analyze concert video on three levels of visual abstraction, namely: content, style, and their fusion. Experiments with 12 concept detectors, on 45 hours of visually challenging concert video, show that the automatically learned best approach is concept-dependent. Moreover, these results suggest that the visual modality provides ample opportunity for more effective indexing and retrieval of concert video when used in addition to the auditory modality.
Keywords :
indexing; video retrieval; auditory modality; automatic indexing; concert video indexing; summarization applications; visual abstraction; visual content; visual-only concept detection approach; Cameras; Detectors; Ear; Face detection; Instruments; Keyboards; Machine assisted indexing; Music information retrieval; Production; Stress;
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.2007.4284634