DocumentCode :
1870787
Title :
Object tracking using adaptive block matching
Author :
Hariharakrishnan, Karthik ; Schonfeld, Dan ; Raffy, Philippe ; Yassa, Fathy
Author_Institution :
Multimedia Commun. Lab., UIC, IL, USA
Volume :
3
fYear :
2003
fDate :
6-9 July 2003
Abstract :
We propose an object-tracking algorithm that predicts the object contour using motion vector information. Tracking is achieved by predicting the object boundary using motion vectors, followed by contour update, using occlusions/disocclusion detection. An adaptive block-based approach has been used for estimating motion between frames. An efficient modulation scheme is used to control the gap between frames used for object tracking. The algorithm for detecting occlusions proceeds in two steps. First, covered regions are estimated from the displaced frame difference. These covered regions are classified into actual occlusions and false alarms using motion characteristics. Disocclusion detection is also performed in a similar manner. The immediate applications of the proposed tracking algorithm are video compression using MPEG-4 and content retrieval based on standards like H.26L. Preliminary simulation results demonstrate the performance of the proposed algorithm.
Keywords :
adaptive estimation; computer graphics; content-based retrieval; data compression; image matching; motion estimation; object detection; video coding; MPEG-4; adaptive block matching; content retrieval; disocclusion detection; k-means clustering; motion characteristics; motion estimation; motion vector information; object contour; object-tracking algorithm; occlusions detection; video compression; Clustering algorithms; Content based retrieval; Layout; MPEG 4 Standard; Motion detection; Motion estimation; Object detection; Tracking; Video compression; Video sequences;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Multimedia and Expo, 2003. ICME '03. Proceedings. 2003 International Conference on
Print_ISBN :
0-7803-7965-9
Type :
conf
DOI :
10.1109/ICME.2003.1221249
Filename :
1221249
Link To Document :
بازگشت