A fuzzy theoretic approach for video segmentation using syntactic features

被引:30
作者
Jadon, RS
Chaudhury, S [1 ]
Biswas, KK
机构
[1] Indian Inst Technol, Dept Elect Engn, New Delhi 110016, India
[2] Indian Inst Technol, Dept Comp Sci & Engn, New Delhi 110016, India
关键词
video segmentation; video indexing; fuzzy theoretic; threshold selection; video classification;
D O I
10.1016/S0167-8655(01)00041-1
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper is concerned with the development of a fuzzy-logic-based framework for segmentation of video sequences. We have proposed a scheme for fuzzification of the frame-to-frame property difference values using the Rayleigh distribution, The difference values have been characterized by fuzzy terms like small, significant, large, etc. These terms have been used to design fuzzy rules for detecting abrupt changes and gradual changes. Fuzzy rules have provided a mechanism for integrating evidences based on different properties. The decompositional inference strategy has been used for fuzzy reasoning over the set of fuzzy rules. Gradual changes have been further classified as fade-in, fade-out and others (including dissolves, wipes, etc). Experimental results have shown that the proposed scheme can detect changes reliably. (C) 2001 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:1359 / 1369
页数:11
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