Title :
Interactive content-based retrieval in video databases using fuzzy classification and relevance feedback
Author :
Doulamis, Anastasios D. ; Avrithis, Yannis S. ; Doulamis, Nikolaos D. ; Kollias, Stefanos D.
Author_Institution :
Dept. of Electr. & Comput. Eng., Nat. Tech. Univ. of Athens, Greece
Abstract :
This paper presents an integrated framework for interactive content-based retrieval in video databases by means of visual queries. The proposed system incorporates algorithms for video shot detection, key-frame and shot selection, automated video object segmentation and tracking, and construction of multidimensional feature vectors using fuzzy classification of color, motion or texture segment properties. Retrieval is then performed in an interactive way by employing a parametric distance between feature vectors and updating distance parameters according to user requirements using relevance feedback. Experimental results demonstrate increased performance and flexibility according to user information needs
Keywords :
content-based retrieval; image classification; image colour analysis; image motion analysis; image segmentation; image texture; relevance feedback; video databases; experimental results; fuzzy classification; image color; image motion; image texture; information needs; integrated framework; interactive content-based retrieval; key-frame selection; multidimensional feature vectors; parametric distance; relevance feedback; shot selection; tracking; user requirements; video databases; video object segmentation; video shot detection; visual queries; Content based retrieval; Gunshot detection systems; Information retrieval; Motion detection; Multidimensional systems; Object detection; Object segmentation; Spatial databases; Tracking; Visual databases;
Conference_Titel :
Multimedia Computing and Systems, 1999. IEEE International Conference on
Conference_Location :
Florence
Print_ISBN :
0-7695-0253-9
DOI :
10.1109/MMCS.1999.778618