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2005 IEEE International Conference on Multimedia and Expo
Pre-Attentional Filtering in Compressed Video
Amsterdam, Netherlands
July 06-July 06
ISBN: 0-7803-9331-7
J.M. Sanchez, Visual Century Research, SL. Llacuna, 162. 08018, Barcelona, Spain.
We propose the use of attentional cascades based on the DCT and motion information contained in an MPEG coded stream. An attentional cascade is a sequence of very efficient classifiers that reject a large number of negative candidate regions, while keeping all the positive candidates. Working directly on the compressed domain has two main advantages: computationally expensive features are already computed, and the stream is only partially decoded with out the additional cost of full decompression, which will be reached by a very small number of the initial candidate regions. We have applied these concepts to skin color detection, as a pre-attentive filtering prior to face detection, and to text region detection with particular focus on license plates for vehicle identification. In both cases, a reduction of the number of candidate regions close to 95% is achieved, which turns into an enormous performance increase in video indexing processes.
Citation:
J.M. Sanchez, R.L. Felip, X. Binefa, "Pre-Attentional Filtering in Compressed Video," icme, pp.402-405, 2005 IEEE International Conference on Multimedia and Expo, 2005
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