DocumentCode :
2242833
Title :
Semiautomatic video object generation using multivalued watershed and partition lattice operators
Author :
Gatica-Perez, Daniel ; Sun, Ming- Ting ; Gu, Chuung
Author_Institution :
Human Interface Technol. Lab., Washington Univ., Seattle, WA, USA
Volume :
1
fYear :
2000
fDate :
2000
Firstpage :
32
Abstract :
We conceive the problem of multiple semantic wide object (SVO) extraction as an issue of designing extensive operators on the lattice of partitions. As a result, we propose a framework based on spatial partition generation and application of optimal operators on the generated partitions. The first stage is obtained with a multivalued morphological spatial segmentation method that incorporates an edge-driven marker extraction algorithm and a growing method which integrates both color and edge information. For the second stage, we propose a new spatio-temporal regional maximum likelihood partition operator for extraction purposes. Subjective and objective evaluation of the experimental results obtained with our approach on several MPEG-4 test video sequences show that it accurately tracks multiple SVOs in several scenarios, while improving the SVO extraction precision compared to traditional watershed techniques
Keywords :
edge detection; image segmentation; image sequences; mathematical morphology; maximum likelihood sequence estimation; object recognition; MPEG-4 test video sequences; color information; edge-driven marker extraction algorithm; growing method; multiple SVOs; multiple semantic wide object extraction; multivalued morphological spatial segmentation method; multivalued watershed operators; partition lattice operators; semiautomatic video object generation; spatial partition generation; spatio-temporal regional maximum likelihood partition operator; Data mining; Humans; Image color analysis; Image edge detection; Image sequence analysis; Lattices; Partitioning algorithms; Sun; Testing; Video sequences;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Circuits and Systems, 2000. Proceedings. ISCAS 2000 Geneva. The 2000 IEEE International Symposium on
Conference_Location :
Geneva
Print_ISBN :
0-7803-5482-6
Type :
conf
DOI :
10.1109/ISCAS.2000.857019
Filename :
857019
Link To Document :
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