Title :
Non-sequential video structuring based on video object linking: an efficient tool for video browsing and indexing
Author :
Ntalianis, Klimis S. ; Doulamis, Anastasios D. ; Doulamis, Nikolaos D. ; Kollias, Stefanos D.
Author_Institution :
Dept. of Electr. & Comput. Eng., Nat. Tech. Univ. of Athens, Greece
fDate :
6/23/1905 12:00:00 AM
Abstract :
An efficient system for unsupervised structuring of stereoscopic sequences is presented. It generates links between similar VOPs (video object planes) of different shots. Particularly after shot cut detection, for each shot, a fast, unsupervised VOP detection and tracking algorithm is applied. Then for each of the foreground VOPs of a frame, a feature vector is constructed using low level features of the VOP, such as color and size. Afterwards, for a given shot, key-VOP poses are extracted for each VOP, using an optimization method for locating VOP poses of minimally correlated feature vectors. Finally an iterative process is performed to link each key VOP of a shot to another, according to a correlation measure. Experimental results indicate the promising performance of the proposed system on real life stereoscopic video sequences
Keywords :
correlation methods; feature extraction; image classification; image segmentation; image sequences; iterative methods; object detection; optical tracking; optimisation; stereo image processing; video signal processing; correlated feature vectors; iterative process; nonsequential video structuring; optimization method; segmentation algorithm; shot cut detection; stereoscopic video sequences; unsupervised detection algorithm; unsupervised tracking algorithm; video browsing; video indexing; video object linking; video object planes; Active contours; Buildings; Content based retrieval; Convergence; Data mining; Gunshot detection systems; Indexing; Joining processes; Layout; Video sequences;
Conference_Titel :
Image Processing, 2001. Proceedings. 2001 International Conference on
Conference_Location :
Thessaloniki
Print_ISBN :
0-7803-6725-1
DOI :
10.1109/ICIP.2001.958138