Guo, Jinlin, Gurrin, Cathal ORCID: 0000-0003-4395-7702 and Lao, Songyang (2013) Who created this video clip, amateur or professional? In: International Conference on Multimedia Retrieval, 16-19 Apr 2013, Dallas, TX..
Abstract
As the increasing affordability for capturing and storing video and the proliferation of Web 2.0 applications, video content is no longer necessarily created and supplied by a limited number of professional producers; any amateur can produce and publish his/her video quickly. Therefore, the amount of both professional-produced as well as amateur-produced video on the web is ever increasing. In this work, we propose a question; whether we can automatically classify an Internet video clip as being either professional-produced or amateur-produced? Hence, we investigate features and classification methods to answer this question. Based on the differences in the production processes of these two video categories, four features including camera motion, structure, audio feature and combined feature are adopted and studied along with with four popular classifiers KNN, SVM GMM and C4.5. Extensive experiments over carefully-constructed, representative datasets, evaluate these features and classifiers under different settings and compare to existing techniques.
Experimental results demonstrate that SVMs with multimodal features from multi-sources are more effective at classifying video type. Finally, for answering the proposed
question, results also show that automatically classifying
a clip as professional-produced video or amateur-produced
video can be achieved with good accuracy.
Metadata
Item Type: | Conference or Workshop Item (Paper) |
---|---|
Event Type: | Conference |
Refereed: | Yes |
Subjects: | Computer Science > Machine learning Computer Science > Information retrieval Computer Science > Algorithms Computer Science > Digital video |
DCU Faculties and Centres: | DCU Faculties and Schools > Faculty of Engineering and Computing > School of Electronic Engineering DCU Faculties and Schools > Faculty of Engineering and Computing > School of Computing |
Published in: | Proceedings of ICMR 2013. . |
Use License: | This item is licensed under a Creative Commons Attribution-NonCommercial-Share Alike 3.0 License. View License |
ID Code: | 17847 |
Deposited On: | 18 Apr 2013 13:33 by Jinlin Guo . Last Modified 27 Sep 2019 12:01 |
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