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Large-scale vehicle detection, indexing, and search in urban surveillance videos

Feris, R; Siddiquie, Behjat; Petterson, James; Zhai, Yun; Datta, Ankur; Brown, Lisa Marie G; Pankanti, Sharath


We present a novel approach for visual detection and attribute-based search of vehicles in crowded surveillance scenes. Large-scale processing is addressed along two dimensions: 1) large-scale indexing, where hundreds of billions of events need to be archived per month to enable effective search and 2) learning vehicle detectors with large-scale feature selection, using a feature pool containing millions of feature descriptors. Our method for vehicle detection also explicitly models occlusions...[Show more]

CollectionsANU Research Publications
Date published: 2012
Type: Journal article
Source: IEEE Transactions on Multimedia
DOI: 10.1109/TMM.2011.2170666


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