Filtering requirements for gradient-based optical flow measurement

被引:16
|
作者
Christmas, WJ [1 ]
机构
[1] Univ Surrey, Ctr Vis Speech & Signal Proc, Guildford GU2 5XH, Surrey, England
基金
英国工程与自然科学研究理事会;
关键词
aliasing; gradient method; motion measurement; optical flow;
D O I
10.1109/83.869192
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The accuracy of gradient-based optical flow algorithms depends on the ability to measure intensity gradients accurately, We will show how the temporal gradient can be compromised by temporal aliasing arising from motion and how appropriate post-sampling spatial filtering improves the situation. We will also demonstrate a benefit of using higher-order gradient estimators.
引用
收藏
页码:1817 / 1820
页数:4
相关论文
共 50 条
  • [1] Gradient-Based Modified Census Transform for Optical Flow
    Puxbaum, Philipp
    Ambrosch, Kristian
    [J]. ADVANCES IN VISUAL COMPUTING, PT I, 2010, 6453 : 437 - 448
  • [2] Improved Accuracy in Gradient-Based Optical Flow Estimation
    Jonathan W. Brandt
    [J]. International Journal of Computer Vision, 1997, 25 : 5 - 22
  • [3] Improved accuracy in gradient-based optical flow estimation
    Brandt, JW
    [J]. INTERNATIONAL JOURNAL OF COMPUTER VISION, 1997, 25 (01) : 5 - 22
  • [4] Checkerboard-type filtering for a low-power gradient-based optical flow estimation system
    Lee, Teahyung
    Anderson, David V.
    [J]. 2006 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP 2006, PROCEEDINGS, 2006, : 3285 - +
  • [5] EXPERIMENTS IN COMPUTING OPTICAL-FLOW WITH THE GRADIENT-BASED, MULTICONSTRAINT METHOD
    MITICHE, A
    WANG, YF
    AGGARWAL, JK
    [J]. PATTERN RECOGNITION, 1987, 20 (02) : 173 - 179
  • [6] A BLOCK GRADIENT-BASED ALGORITHM FOR ADAPTIVE IIR FILTERING
    XI, JT
    CHICHARO, JF
    [J]. SIGNAL PROCESSING, 1995, 43 (02) : 223 - 228
  • [7] A new gradient-based optical flow method and its application to motion segmentation
    Chunke, Y
    Oe, S
    [J]. IECON 2000: 26TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, VOLS 1-4: 21ST CENTURY TECHNOLOGIES AND INDUSTRIAL OPPORTUNITIES, 2000, : 1225 - 1230
  • [8] Radius of trust: Gradient-based conceptualization and measurement
    Hu, Anning
    [J]. SOCIAL SCIENCE RESEARCH, 2017, 68 : 147 - 162
  • [9] Anisotropic gradient-based filtering for object segmentation in medical images
    Joao, Ana
    Gambaruto, Alberto
    Sequeira, Adelia
    [J]. COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING-IMAGING AND VISUALIZATION, 2020, 8 (06): : 621 - 630
  • [10] Nonlinear adaptive recursive filtering using gradient-based algorithms
    Wang, HK
    Zhang, LY
    Li, RL
    [J]. ICSP '98: 1998 FOURTH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, PROCEEDINGS, VOLS I AND II, 1998, : 126 - 129