A Sketch-Based Approach for Interactive Organization of Video Clips

Liu, Yong-Jin, Ma, Cuixia, Fu, Qiufang, Fu, Xiaolan, Qin, Sheng-feng and Xie, Lexing (2014) A Sketch-Based Approach for Interactive Organization of Video Clips. ACM Transactions on Multimedia Computing, Communications, and Applications, 11 (1). pp. 1-21. ISSN 15516857

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Official URL: http://dx.doi.org/10.1145/2645643

Abstract

With the rapid growth of video resources, techniques for efficient organization of video clips are becoming appealing in the multimedia domain. In this article, a sketch-based approach is proposed to intuitively organize video clips by: (1) enhancing their narrations using sketch annotations and (2) structurizing the organization process by gesture-based free-form sketching on touch devices. There are two main contributions of this work. The first is a sketch graph, a novel representation for the narrative structure of video clips to facilitate content organization. The second is a method to perform context-aware sketch recommendation scalable to large video collections, enabling common users to easily organize sketch annotations. A prototype system integrating the proposed approach was evaluated on the basis of five different aspects concerning its performance and usability. Two sketch searching experiments showed that the proposed context-aware sketch recommendation outperforms, in terms of accuracy and scalability, two state-of-the-art sketch searching methods. Moreover, a user study showed that the sketch graph is consistently preferred over traditional representations such as keywords and keyframes. The second user study showed that the proposed approach is applicable in those scenarios where the video annotator and organizer were the same person. The third user study showed that, for video content organization, using sketch graph users took on average 1/3 less time than using a mass-market tool Movie Maker and took on average 1/4 less time than using a state-of-theart sketch alternative. These results demonstrated that the proposed sketch graph approach is a promising video organization tool.

Item Type: Article
Uncontrolled Keywords: Context-aware recommendation, sketch annotation, sketching interface, video organization
Subjects: W200 Design studies
Department: Faculties > Arts, Design and Social Sciences > School of Design > Design
Faculties > Arts, Design and Social Sciences > School of Design > Design
Faculties > Arts, Design and Social Sciences > School of Design > Design
Depositing User: Becky Skoyles
Date Deposited: 18 Sep 2014 07:50
Last Modified: 20 Jul 2016 15:09
URI: http://nrl.northumbria.ac.uk/id/eprint/17602

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