Title :
Transitive Closure Based Visual Words for Point Matching in Video Sequence
Author :
Bhat, K. K. Srikrishna ; Berger, Marie-Odile ; Simon, Gilles ; Sur, Frédéric
Author_Institution :
INRIA/LORiA, Nancy Univ., Nancy, France
Abstract :
We present Transitive Closure based visual word formation technique for obtaining robust object representations from smoothly varying multiple views. Each one of our visual words is represented by a set of feature vectors which is obtained by performing transitive closure operation on SIFT features. We also present range-reducing tree structure to speed up the transitive closure operation. The robustness of our visual word representation is demonstrated for Structure from Motion (SfM) and location identification in video images.
Keywords :
image matching; image representation; image sequences; tree data structures; video signal processing; SIFT features; location identification; object representations; point matching; structure from motion; transitive closure; tree structure; video images; video sequence; visual words; Computational modeling; Feature extraction; Flyback transformers; Robustness; Three dimensional displays; Training; Visualization; Matching; Object Detection; Pose Estimation; Structure from Motion; Visual Words;
Conference_Titel :
Pattern Recognition (ICPR), 2010 20th International Conference on
Conference_Location :
Istanbul
Print_ISBN :
978-1-4244-7542-1
DOI :
10.1109/ICPR.2010.807