Annotated Free-hand Sketches for Video Retrieval using Object Semantics and Motion
Hu, R, James, S and Collomosse, J (2012) Annotated Free-hand Sketches for Video Retrieval using Object Semantics and Motion In: International Conference on Multimedia Modelling (MMM), 2012-01 - ?, Austria.
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Available under License : See the attached licence file.
Official URL: http://dx.doi.org/10.1007/978-3-642-27355-1_44
We present a novel video retrieval system that accepts annotated free-hand sketches as queries. Existing sketch based video retrieval (SBVR) systems enable the appearance and movements of objects to be searched naturally through pictorial representations. Whilst visually expressive, such systems present an imprecise vehicle for conveying the semantics (e.g. object types) within a scene. Our contribution is to fuse the semantic richness of text with the expressivity of sketch, to create a hybrid `semantic sketch' based video retrieval system. Trajectory extraction and clustering are applied to pre-process each clip into a video object representation that we augment with object classification and colour information. The result is a system capable of searching videos based on the desired colour, motion path, and semantic labels of the objects present. We evaluate the performance of our system over the TSF dataset of broadcast sports footage.
|Item Type:||Conference or Workshop Item (UNSPECIFIED)|
|Additional Information:||The original publication is available at http://www.springerlink.com|
|Divisions:||Faculty of Engineering and Physical Sciences > Electronic Engineering > Centre for Vision Speech and Signal Processing|
|Deposited By:||Symplectic Elements|
|Deposited On:||31 May 2012 12:46|
|Last Modified:||01 Apr 2013 14:40|
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