A fast automatic VOP generation using boundary block segmentation

被引:10
作者
Kim, BC [1 ]
Park, RH [1 ]
机构
[1] Sogang Univ, Dept Elect Engn, Seoul 100611, South Korea
关键词
D O I
10.1016/j.rti.2004.02.006
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
With the increase of multimedia applications and content-based functionalities, efficient video coding methods are necessary. The moving picture experts group-4 (MPEG-4) provides content-based functionalities by introducing the concept of the video object plane (VOP). Each frame of the input sequence is segmented into a number of arbitrarily shaped image regions or VOP's so that each VOP describes a semantically meaningful object or video content of interest. For real-time applications of MPEG-4, a fast automatic object segmentation method of video sequences is needed. We propose a fast automatic VOP generation algorithm composed of two parts: object block segmentation and boundary block segmentation. The former defines block-based object regions in a frame and the latter generates the pixel-based object mask. Block-based object region search and restriction of segmentation regions to boundary blocks reduce a computational load. Experimental results with two test sequences show the effectiveness of the proposed algorithm in terms of the visual quality of segmentation results and the computation time. (C) 2004 Elsevier Ltd. All rights reserved.
引用
收藏
页码:117 / 125
页数:9
相关论文
共 18 条
[1]   STATISTICAL MODEL-BASED CHANGE DETECTION IN MOVING VIDEO [J].
AACH, T ;
KAUP, A ;
MESTER, R .
SIGNAL PROCESSING, 1993, 31 (02) :165-180
[2]   MPEG-4 standardized methods for the compression of arbitrarily shaped video objects [J].
Brady, N .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 1999, 9 (08) :1170-1189
[3]   Using spatial information as an aid to maximum entropy image threshold selection [J].
Brink, AD .
PATTERN RECOGNITION LETTERS, 1996, 17 (01) :29-36
[4]   Video segmentation based on multiple features for interactive multimedia applications [J].
Castagno, R ;
Ebrahimi, T ;
Kunt, M .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 1998, 8 (05) :562-571
[5]  
CHOI JG, 1998, MPEG98M3349 ISOIEC J
[6]   Image sequence segmentation based on 2D temporal entropic thresholding [J].
Fan, JP ;
Wang, R ;
Zhang, LM ;
Xing, DJ ;
Gan, FX .
PATTERN RECOGNITION LETTERS, 1996, 17 (10) :1101-1107
[7]   Spatiotemporal segmentation for compact video representation [J].
Fan, JP ;
Yu, J ;
Fujita, G ;
Onoye, T ;
Wu, L ;
Shirakawa, I .
SIGNAL PROCESSING-IMAGE COMMUNICATION, 2001, 16 (06) :553-566
[8]   Semiautomatic segmentation and tracking of semantic video objects [J].
Gu, C ;
Lee, MC .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 1998, 8 (05) :572-584
[9]  
*ISO IEC JTC1 SC29, 2000, N3312 ISOIEC JTC1SC2
[10]  
Jain R., 1995, Machine Vision, V5