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