A texture-based method for modeling the background and detecting moving objects

被引:846
作者
Heikkilä, M [1 ]
Pietikäinen, M [1 ]
机构
[1] Univ Oulu, Machine Vis Grp, Dept Elect & Informat Engn, Oulu 90014, Finland
基金
芬兰科学院;
关键词
motion; texture; background subtraction; local binary pattern;
D O I
10.1109/TPAMI.2006.68
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 presents a novel and efficient texture-based method for modeling the background and detecting moving objects from a video sequence. Each pixel is modeled as a group of adaptive local binary pattern histograms that are calculated over a circular region around the pixel. The approach provides us with many advantages compared to the state-of-the-art. Experimental results clearly justify our model.
引用
收藏
页码:657 / 662
页数:6
相关论文
共 50 条
[21]   Texture-Based Medical Image Compression [J].
Vinayak K. Bairagi ;
Ashok M. Sapkal ;
Ankita Tapaswi .
Journal of Digital Imaging, 2013, 26 :65-71
[22]   Dynamic ARMA-Based Background Subtraction for Moving Objects Detection [J].
Li, Jian ;
Pan, Zhong-Ming ;
Zhang, Zhuo-Hang ;
Zhang, Heng .
IEEE ACCESS, 2019, 7 :128659-128668
[23]   Tensorial harmonic bases of arbitrary order with applications in elasticity, elastoviscoplasticity and texture-based modeling [J].
Krause, Maximilian ;
Boehlke, Thomas .
MATHEMATICS AND MECHANICS OF SOLIDS, 2024,
[24]   Texture-based detection of sea wave direction [J].
Karathanassi, V ;
Topouzelis, K ;
Sarantopoulos, D .
REMOTE SENSING FOR ENVIRONMENTAL MONITORING, GIS APPLICATIONS, AND GEOLOGY IV, 2004, 5574 :482-491
[25]   Spectral Fluctuation Method: A Texture-Based Method to Extract Text Regions in General Scene Images [J].
Baba, Yoichiro ;
Hirose, Akira .
IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2009, E92D (09) :1702-1715
[26]   Texture-Based Data Augmentation for Small Datasets [J].
Dash, Amanda ;
Albu, Alexandra Branzan .
ADVANCED CONCEPTS FOR INTELLIGENT VISION SYSTEMS, ACIVS 2023, 2023, 14124 :345-356
[27]   A texture-based metric extension for simplification methods [J].
Gonzalez, Carlos ;
Castello, Pascual ;
Chover, Miguel .
GRAPP 2007: PROCEEDINGS OF THE SECOND INTERNATIONAL CONFERENCE ON COMPUTER GRAPHICS THEORY AND APPLICATIONS, VOL GM/R, 2007, :69-76
[28]   Texture-based classification of atherosclerotic carotid plaques [J].
Christodoulou, CI ;
Pattichis, CS ;
Pantziaris, M ;
Nicolaides, A .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2003, 22 (07) :902-912
[29]   A texture-based approach for offline writer identification [J].
Bahram, Tayeb .
JOURNAL OF KING SAUD UNIVERSITY-COMPUTER AND INFORMATION SCIENCES, 2022, 34 (08) :5204-5222
[30]   Texture-based descriptors for writer identification and verification [J].
Bertolini, D. ;
Oliveira, L. S. ;
Justino, E. ;
Sabourin, R. .
EXPERT SYSTEMS WITH APPLICATIONS, 2013, 40 (06) :2069-2080