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Robust Cross-media Transfer for Visual Event Detection by Yang Yang; Yi Yang; Zi Huang; Jiajun Liu; Zhigang Ma is a scholarly article available to read on EtoBox.

What is Robust Cross-media Transfer for Visual Event Detection about?

In this paper, we present a novel approach, named Robust Cross-Media Transfer (RCMT), for visual event detection in social multimedia environments. Different from most existing methods, the proposed method can directly take different types of noisy social multimedia data as input and conduct robust event detection. More specifically, we build a robust model by employing an 2,1-norm regression model featuring noise tolerance, and also manage to integrate different types of social multimedia data by minimizing the distribution difference among them. Experimental results on real-life Flickr image dataset and YouTube video dataset demonstrate the effectiveness of our proposal, compared to state-of-the-art algorithms.

Author

Yang Yang; Yi Yang; Zi Huang; Jiajun Liu; Zhigang Ma

Publisher

ACM

Published

2012

Language

EN