Theory and Practice of Image B-Spline Interpolation

被引:27
作者
Briand, Thibaud [1 ,2 ]
Monasse, Pascal [1 ]
机构
[1] Univ Paris Est, LIGM, UMR CNRS 8049, ENPC, F-77455 Marne La Vallee, France
[2] Univ Paris Saclay, CMLA, UMR CNRS 8536, Cachan, France
来源
IMAGE PROCESSING ON LINE | 2018年 / 8卷
基金
欧洲研究理事会;
关键词
interpolation; splines; linear filtering; boundary handling;
D O I
10.5201/ipol.2018.221
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
We explain how the B-spline interpolation of signals and, in particular, of images can be efficiently performed by linear filtering. Based on the seminal two-step method proposed by Unser et al. in 1991, we propose two slightly different prefiltering algorithms whose precisions are proven to be controlled thanks to a rigorous boundary handling. This paper contains all the information, theoretical and practical, required to perform efficiently B-spline interpolation for any order and any boundary extension. We describe precisely how to evaluate the kernel and to compute the B-spline interpolator parameters. We show experimentally that increasing the order improves the interpolation quality. As a fundamental application we also provide an implementation of homographic transformation of images using B-spline interpolation.
引用
收藏
页码:99 / 141
页数:43
相关论文
共 23 条
  • [1] The Shannon Total Variation
    Abergel, Remy
    Moisan, Lionel
    [J]. JOURNAL OF MATHEMATICAL IMAGING AND VISION, 2017, 59 (02) : 341 - 370
  • [2] CARDINAL SPLINE FILTERS - STABILITY AND CONVERGENCE TO THE IDEAL SINC INTERPOLATOR
    ALDROUBI, A
    UNSER, M
    EDEN, M
    [J]. SIGNAL PROCESSING, 1992, 28 (02) : 127 - 138
  • [3] [Anonymous], 1988, IJ SCHOENBERG SELECT, DOI DOI 10.1007/978-1-4899-0433-1_1
  • [4] Cheney E. W., 1980, APPROXIMATION THEORY, V12
  • [5] Dierckx P., 1995, CURVE SURFACE FITTIN
  • [6] GENERALIZATIONS OF HORNERS RULE FOR POLYNOMIAL EVALUATION
    DORN, WS
    [J]. IBM JOURNAL OF RESEARCH AND DEVELOPMENT, 1962, 6 (02) : 239 - 245
  • [7] Getreuer P., 2011, IMAGE PROCESS ON LIN, V1, P1, DOI [10.5201/ipol.2011.glmii, DOI 10.5201/IPOL.2011.GLMII]
  • [8] Hartley R., 2004, MULTIPLE VIEW GEOMET, Vsecond, DOI [10.1017/CBO9780511811685, DOI 10.1017/CBO9780511811685]
  • [9] HOU HS, 1978, IEEE T ACOUST SPEECH, V26, P508
  • [10] Jury EI., 1964, THEORY APPL Z TRANSF