Video Global Motion Compensation Based on Affine Inverse Transform Model

被引:1
|
作者
Zhang, Nan [1 ]
Liu, Weifeng [1 ]
Xia, Xingyu [2 ]
机构
[1] Shaanxi Univ Sci & Technol, Sch Elect & Control Engn, Xian 710021, Peoples R China
[2] Hangzhou Dianzi Univ, Sch Automat, Hangzhou 310018, Peoples R China
关键词
image processing; global motion compensation; feature point matching; affine transformation; target detection;
D O I
10.3390/s23187750
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Global motion greatly increases the number of false alarms for object detection in video sequences against dynamic backgrounds. Therefore, before detecting the target in the dynamic background, it is necessary to estimate and compensate the global motion to eliminate the influence of the global motion. In this paper, we use the SURF (speeded up robust features) algorithm combined with the MSAC (M-Estimate Sample Consensus) algorithm to process the video. The global motion of a video sequence is estimated according to the feature point matching pairs of adjacent frames of the video sequence and the global motion parameters of the video sequence under the dynamic background. On this basis, we propose an inverse transformation model of affine transformation, which acts on each adjacent frame of the video sequence in turn. The model compensates the global motion, and outputs a video sequence after global motion compensation from a specific view for object detection. Experimental results show that the algorithm proposed in this paper can accurately perform motion compensation on video sequences containing complex global motion, and the compensated video sequences achieve higher peak signal-to-noise ratio and better visual effects.
引用
收藏
页数:19
相关论文
共 50 条
  • [21] A Fast Four-Parameter Affine Motion Compensation Algorithm for Video Coding
    Wu, Jiacheng
    Zhang, Jiaqi
    Bajic, Ivan V.
    Wang, Shanshe
    Sun, Songlin
    2024 DATA COMPRESSION CONFERENCE, DCC, 2024, : 593 - 593
  • [22] Video coding by region-based motion compensation and spatio-temporal wavelet transform
    Polzer, A
    Klock, H
    Buhmann, JM
    INTERNATIONAL CONFERENCE ON IMAGE PROCESSING - PROCEEDINGS, VOL III, 1997, : 436 - 439
  • [23] Video coding using embedded wavelet packet transform and motion compensation
    Cheng, PY
    Li, J
    Kuo, CCJ
    VISUAL INFORMATION PROCESSING V, 1996, 2753 : 64 - 75
  • [24] Video coding using Karhunen-Loeve transform and motion compensation
    Musatenko, YS
    Soloveyko, OM
    Kurashov, VN
    Dubikovskiy, VA
    VISUAL INFORMATION PROCESSING VIII, 1999, 3716 : 233 - 243
  • [25] Real-time template based tracking with global motion compensation in UAv video
    Luzanov, Yuriy
    Howlett, Todd
    VISAPP 2007: PROCEEDINGS OF THE SECOND INTERNATIONAL CONFERENCE ON COMPUTER VISION THEORY AND APPLICATIONS, VOLUME IU/MTSV, 2007, : 515 - +
  • [26] Multiple global affine motion model for H.264 video coding with low bit rate
    Li, XH
    Jackson, JR
    Katsaggelos, AK
    Merserau, RM
    Image and Video Communications and Processing 2005, Pts 1 and 2, 2005, 5685 : 185 - 194
  • [27] GLOBAL AND LOCALLY ADAPTIVE WARPED MOTION COMPENSATION IN VIDEO COMPRESSION
    Parker, Sarah
    Chen, Yue
    Barker, David
    de Rivaz, Peter
    Mukherjee, Debargha
    2017 24TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2017, : 275 - 279
  • [28] Affine motion compensation using a content-based mesh
    Servais, M
    Vlachos, T
    Davies, T
    IEE PROCEEDINGS-VISION IMAGE AND SIGNAL PROCESSING, 2005, 152 (04): : 415 - 423
  • [29] Rate-Distortion Theory for Simplified Affine Motion Compensation Used in Video Coding
    Meuel, Holger
    Ferenz, Stephan
    Liu, Yiqun
    Ostermann, Joern
    2018 IEEE INTERNATIONAL CONFERENCE ON VISUAL COMMUNICATIONS AND IMAGE PROCESSING (IEEE VCIP), 2018,
  • [30] Spherical Coordinates Transform-Based Motion Model for Panoramic Video Coding
    Wang, Yefei
    Liu, Dong
    Ma, Siwei
    Wu, Feng
    Gao, Wen
    IEEE JOURNAL ON EMERGING AND SELECTED TOPICS IN CIRCUITS AND SYSTEMS, 2019, 9 (01) : 98 - 109