New trends on moving object detection in video images captured by a moving camera: A survey

被引:136
|
作者
Yazdi, Mehran [1 ,2 ]
Bouwmans, Thierry [2 ]
机构
[1] Shiraz Univ, Lab Signal & Image Proc, Fac Elect & Comp Engn, Shiraz, Iran
[2] Univ La Rochelle, Lab MIA, La Rochelle, France
关键词
Moving object detection; Moving camera; Background subtraction; Motion compensation; REAL-TIME TRACKING; BACKGROUND SUBTRACTION; VISUAL SURVEILLANCE; MOTION DETECTION; PERFORMANCE EVALUATION; MULTITARGET TRACKING; APPEARANCE MODELS; SHADOW DETECTION; PARTICLE FILTER; ROBUST;
D O I
10.1016/j.cosrev.2018.03.001
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents a survey on the latest methods of moving object detection in video sequences captured by a moving camera. Although many researches and excellent works have reviewed the methods of object detection and background subtraction for a fixed camera, there is no survey which presents a complete review of the existing different methods in the case of moving camera. Most methods in this field can be classified into four categories; modeling based background subtraction, trajectory classification, low rank and sparse matrix decomposition, and object tracking. We discuss in details each category and present the main methods which proposed improvements in the general concept of the techniques. Wealso present challenges and main concerns in this field as well as performance metrics and some benchmark databases available to evaluate the performance of different moving object detection algorithms. (C) 2018 Elsevier Inc. All rights reserved.
引用
收藏
页码:157 / 177
页数:21
相关论文
共 50 条
  • [1] Moving object detection and tracking from video captured by moving camera
    Hu, Wu-Chih
    Chen, Chao-Ho
    Chen, Tsong-Yi
    Huang, Deng-Yuan
    Wu, Zong-Che
    [J]. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2015, 30 : 164 - 180
  • [2] Segmentation of Moving Object captured using Moving Camera
    Vaikole, Shubhangi
    Kurle, Samidha
    Shinde, Sachin
    Sreedharan, Panchikattil Susheelkumar
    Nandwalkar, Jayant Ramesh
    [J]. JOURNAL OF ALGEBRAIC STATISTICS, 2022, 13 (02) : 1757 - 1763
  • [3] Moving Objects Detection in Video Sequences Captured by a PTZ Camera
    Lin, Li
    Wang, Bin
    Wu, Fen
    Cao, Fengyin
    [J]. IMAGE AND GRAPHICS (ICIG 2017), PT III, 2017, 10668 : 287 - 298
  • [4] Estimation and Sharpening of Blur in Degraded Images Captured by a Camera on a Moving Object
    Hayashi, Toshiyuki
    Tsubouchi, Takashi
    [J]. SENSORS, 2022, 22 (04)
  • [5] Intelligent Technique for Moving Object Detection from Problematic Video Captured through Camera Sensor
    Mishra, Sneha
    Yadav, Dileep Kumar
    [J]. RECENT ADVANCES IN ELECTRICAL & ELECTRONIC ENGINEERING, 2024, 17 (02) : 107 - 115
  • [6] The Research of moving object detection with a moving camera
    Chen Hai-xin
    Gu Guo-hua
    Bai Xiao-feng
    Zhao Tie-kun
    Xu Fu-yuan
    [J]. INTERNATIONAL SYMPOSIUM ON PHOTOELECTRONIC DETECTION AND IMAGING 2013: INFRARED IMAGING AND APPLICATIONS, 2013, 8907
  • [7] Moving Object Detection by a Mounted Moving Camera
    Sincan, Ozge Mercanoglu
    Ajabshir, Vahid Babaei
    Keles, Hacer Yalim
    Tosun, Suleyman
    [J]. IEEE EUROCON 2015 - INTERNATIONAL CONFERENCE ON COMPUTER AS A TOOL (EUROCON), 2015, : 334 - 339
  • [8] MOVING CAMERA MOVING OBJECT SEGMENTATION IN COMPRESSED VIDEO SEQUENCES
    Wang, J.
    Patel, N. V.
    Grosky, W. I.
    Fotouhi, F.
    [J]. INTERNATIONAL JOURNAL OF IMAGE AND GRAPHICS, 2009, 9 (04) : 609 - 627
  • [9] Moving Object Detection in Complex Background for a Moving Camera
    Zhang, Hui
    Yuan, Haiying
    Li, Jianke
    [J]. FIFTH INTERNATIONAL CONFERENCE ON MACHINE VISION (ICMV 2012): COMPUTER VISION, IMAGE ANALYSIS AND PROCESSING, 2013, 8783
  • [10] Moving object detection from moving camera sequences
    Yu Xia-qiong
    Chen Xiang-ning
    Xu Hong-qing
    Guo Yu
    [J]. 6TH INTERNATIONAL SYMPOSIUM ON PRECISION ENGINEERING MEASUREMENTS AND INSTRUMENTATION, 2010, 7544