DocumentCode :
2236089
Title :
Pre-Attentional Filtering in Compressed Video
Author :
Sánchez, Juan M. ; Felip, Ramon L. ; Binefa, Xavier
Author_Institution :
Visual Century Res., SL., Barcelona
fYear :
2005
fDate :
6-6 July 2005
Firstpage :
402
Lastpage :
405
Abstract :
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 without 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
Keywords :
data compression; discrete cosine transforms; filtering theory; image colour analysis; image motion analysis; indexing; video coding; video streaming; DCT; MPEG coded stream; discrete cosine transform; face detection; motion information; preattentive filtering; skin color detection; text region detection; vehicle identification; video compressed domain; video indexing process; Costs; Decoding; Discrete cosine transforms; Face detection; Filtering; Skin; Streaming media; Transform coding; Vehicle detection; Video compression;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Multimedia and Expo, 2005. ICME 2005. IEEE International Conference on
Conference_Location :
Amsterdam
Print_ISBN :
0-7803-9331-7
Type :
conf
DOI :
10.1109/ICME.2005.1521445
Filename :
1521445
Link To Document :
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