Title :
Internet video category recognition
Author :
Schindler, Grant ; Zitnick, Larry ; Brown, Matthew
Author_Institution :
Georgia Inst. of Technol., Atlanta, GA
Abstract :
In this paper, we examine the problem of internet video categorization. Specifically, we explore the representation of a video as a ldquobag of wordsrdquo using various combinations of spatial and temporal descriptors. The descriptors incorporate both spatial and temporal gradients as well as optical flow information. We achieve state-of-the-art results on a standard human activity recognition database and demonstrate promising category recognition performance on two new databases of approximately 1000 and 1500 online user-submitted videos, which we will be making available to the community.
Keywords :
Internet; image recognition; image representation; video signal processing; visual databases; Internet; optical flow information; spatial descriptors; standard human activity recognition database; temporal descriptors; video category recognition; video representation; Content based retrieval; Detectors; Histograms; Humans; Image motion analysis; Internet; Layout; Optical filters; Spatial databases; Video sharing;
Conference_Titel :
Computer Vision and Pattern Recognition Workshops, 2008. CVPRW '08. IEEE Computer Society Conference on
Conference_Location :
Anchorage, AK
Print_ISBN :
978-1-4244-2339-2
Electronic_ISBN :
2160-7508
DOI :
10.1109/CVPRW.2008.4562960