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http://dx.doi.org/10.5351/CKSS.2003.10.2.457

Video Segmentation and Key frame Extraction using Multi-resolution Analysis and Statistical Characteristic  

Cho, Wan-Hyun (Department of Statistics, Chonnam National University)
Park, Soon-Young (Dept. of Electronics Engineering, Mokpo National University)
Park, Jong-Hyun (School of Electronics and Information Engineering, Chonbuk National University)
Publication Information
Communications for Statistical Applications and Methods / v.10, no.2, 2003 , pp. 457-469 More about this Journal
Abstract
In this paper, we have proposed the efficient algorithm that can segment the video scene change using a various statistical characteristics obtained from by applying the wavelet transformation for each frames. Our method firstly extracts the histogram features from low frequency subband of wavelet-transformed image and then uses these features to detect the abrupt scene change. Second, it extracts the edge information from applying the mesh method to the high frequency subband of transformed image. We quantify the extracted edge information as the values of variance characteristic of each pixel and use these values to detect the gradual scene change. And we have also proposed an algorithm how extract the proper key frame from segmented video scene. Experiment results show that the proposed method is both very efficient algorithm in segmenting video frames and also is to become the appropriate key frame extraction method.
Keywords
Video segmentation; Wavelet transformation; Multiresolution analysis; Mesh method; Histioram feature; Variation feature; Key frame extraction;
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  • Reference
1 An Integrated Scheme for Object-based Video Abstraction /
[ Kim,C.;Hwang,J.N. ] / Proceedings of ACM Multimedia
2 색상특징과 웨이블렛 기반 특징을 이용한 영상검색 /
[ 박종현;박순영;조완현 ] / 대한 전자 공학회 추계 종합학술대회 논문집
3 Spatial-temporal joint probability images for video segmentation /
[ Li,Z.N.;Zhong,X.;Drew,M.S. ] / Pattern Recognition   DOI   ScienceOn
4 Extracting Meaningful Regions for Content-based Retrieval of Image and Video /
[ Luo,Y.;Zhang,Y.J.;Gao,Y.Y.;Yang,W.P. ] / Proceedings of SPIE
5 /
[ Rafael,C.;Gonzalez,R.;Woods,E. ] / Digital Image Processing
6 Chabot : Retrieval from a Relational Database of Images /
[ Ogle,V.E.;Stonebraker,M. ] / IEEE Computer
7 Video Scene Change Detection Method Using Unsupervised Segmentation and Object Tracking /
[ Chen,S.C.;Shyu,M.L.;Zhang,C.;Kashyap,R.L. ] / IEEE International Conference on Multimedia and Expo.
8 Video Shot Detection and Characterization for Video Sequences /
[ Patel,N.V.;Sethi,I.K. ] / Proceedings of SPIE
9 A Hierarchical Multiresolution Video Shot Transition Detection Scheme /
[ Yu,H.H.;Wolf,W. ] / Computer Vision and Image Understanding   DOI   ScienceOn
10 계층적 Hidden Markov Model을 이용한 비디오 장면전환 검출 /
[ 박종현;박순영;조완현 ] / 제 13회 영상처리 및 이해에 관한 워크샵
11 Key Frame Extraction and Indexing for Multimedia Database /
[ Ahmed,M.;Karmouch,A.;Suhayya,A.H. ] / Vision Interface 99
12 /
[ Bimbo,A.D. ] / Visual Information Retrieval
13 An Indexing and Browsing System for Home Video /
[ Ma,W.Y.;Zhang,H.J. ] / Proceedings of 10th European Signal Processing Conference
14 효율적인 비디오 검색 및 브라우징을 위한 대표프레임 군집화 /
[ 김영민;이성환 ] / 한국 정보과학회 가을 학술발표 논문집