id: 06066516 dt: a an: 06066516 au: Hu, Rui; James, Stuart; Collomosse, John ti: Annotated free-hand sketches for video retrieval using object semantics and motion. so: Schoeffmann, Klaus (ed.) et al., Advances in multimedia modeling. 18th international conference, MMM 2012, Klagenfurt, Austria, January 4‒6, 2012. Proceedings. Berlin: Springer (ISBN 978-3-642-27354-4/pbk). Lecture Notes in Computer Science 7131, 473-484 (2012). py: 2012 pu: Berlin: Springer la: EN cc: ut: ci: li: doi:10.1007/978-3-642-27355-1_44 ab: Summary: 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. rv: