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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Kofler, C. Bhattacharya, S. Larson, M. Tao Chen Hanjalic, A. Shih-Fu Chang |
| Copyright Year | 1999 |
| Abstract | We investigate automatic inference of uploader intent for online video, i.e., prediction of the reason for which a user has uploaded a particular video to the Internet. Users upload video for specific reasons, but rarely state these reasons explicitly in the video metadata. Information about the reasons motivating uploaders has the potential ultimately to benefit a wide range of application areas, including video production, video-based advertising , and video search. In this paper, we apply a combination of social-Web mining and crowdsourcing to arrive at a typology that characterizes the uploader intent of a broad range of videos. We then use a set of multimodal features, including visual semantic features, found to be indicative of uploader intent in order to classify videos automatically into uploader intent classes. We evaluate our approach on a dataset containing ca. 3K crowdsourcing-annotated videos and demonstrate its usefulness in prediction tasks relevant to common application areas. |
| Sponsorship | IEEE Signal Processing Society IEEE Circuits and Systems Society IEEE Communications Society IEEE Computer Society |
| Starting Page | 1200 |
| Ending Page | 1212 |
| Page Count | 13 |
| File Size | 2042424 |
| File Format | |
| ISSN | 15209210 |
| Volume Number | 17 |
| Issue Number | 8 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2015-01-01 |
| Publisher Place | U.S.A. |
| Access Restriction | One Nation One Subscription (ONOS) |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Crowdsourcing YouTube Visualization Manuals Feature extraction Production video uploader intent indexing search intent video audience video popularity video search |
| Content Type | Text |
| Resource Type | Article |
| Subject | Signal Processing Electrical and Electronic Engineering Computer Science Applications Media Technology |
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