DocumentCode :
3380544
Title :
Video Analysis Using Region Validation
Author :
Smith, Mark ; Khotanzad, Alireza
Author_Institution :
Dept. of Electr. Eng., Southern Methodist Univ., Dallas, TX
fYear :
2008
fDate :
24-26 March 2008
Firstpage :
185
Lastpage :
188
Abstract :
Segmenting videos into meaningful real-world objects remains one of the most challenging image processing research topics. Frame-by-frame object tracking is especially challenging due to the limitations of existing image segmentation algorithms often resulting in inconsistent regions occurring between adjacent frames. This work addresses this problem by introducing an innovative region matching and validation algorithm of segmented objects extracted from adjacent frames. Motion vectors extracted from the MPEG-1/2 bit-stream are integrated into the validation process thus providing a key source of information used in matching corresponding objects between frames. Intra-macroblock data are also extracted from the MPEG-1/2 bit-stream and is utilized in identifying new objects upon their entry into the scene. The algorithm is tested on a wide range of video sequences with results provided.
Keywords :
feature extraction; image matching; image motion analysis; image segmentation; image sequences; tracking; video coding; MPEG; feature extraction; image processing; image segmentation; intra-macroblock data; motion vector extraction; object tracking; region matching; region validation; video analysis; video segmentation; video sequence; Data mining; Image analysis; Image processing; Image segmentation; Information resources; Layout; Testing; Tracking; Video compression; Video sequences;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Analysis and Interpretation, 2008. SSIAI 2008. IEEE Southwest Symposium on
Conference_Location :
Santa Fe, NM
Print_ISBN :
978-1-4244-2296-8
Electronic_ISBN :
978-1-4244-2297-5
Type :
conf
DOI :
10.1109/SSIAI.2008.4512316
Filename :
4512316
Link To Document :
بازگشت