Title :
Fast and efficient video signature generation and matching for online video sharing
Author :
Chaisorn, Lekha ; Sainui, Janya ; Manders, Corey
Author_Institution :
Inst. for Infocomm Res. (I2R), A*STAR, Singapore, Singapore
Abstract :
In this paper, we propose a framework to create a unique signature for a video. The framework aims to enable copy detection for online video sharing. This work improves on our earlier work by incorporating several features. First, we introduce a Singular Value Decomposition (SVD) method to detect shot changes and extract meaningful keyframes. Second, we incorporate a novel two-level bitmap structure for indexing the video signatures. Third, instead of Euclidean distance matching, a Boolean operation is used for video matching. The experimental result shows that the overall system performance improves as compared to previous work. In addition, the system is demonstrated to be effective and robust to several transformations such as color shift, brightness change, the addition of Gaussian noise as well as modified video with inserted text or logo.
Keywords :
Gaussian noise; singular value decomposition; video signal processing; Boolean operation; Euclidean distance matching; Gaussian noise; brightness change; color shift; copy detection; online video sharing; singular value decomposition; two-level bitmap structure; video matching; video signature generation; Face; Feature extraction; Image color analysis; Indexes; Robustness; Video sequences; Image/Video copy detection; Image/video signature; bitmap indexing;
Conference_Titel :
Image Processing (ICIP), 2010 17th IEEE International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-7992-4
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2010.5652053