Research Article

Evaluation of Interpolation Effects on Upsampling and Accuracy of Cost Functions-Based Optimized Automatic Image Registration

Table 7

The CR, MI, NMI, and NCC of reference and registered images. The 3D registered images using trilinear, B-spline 3rd order, B-spline 4th order, cubic Lagrange, quintic Lagrange, heptic Lagrange, windowed Sinc interpolations, and cost functions of CR, LS, NCC, and NMI.

RegistrationPixel similarity cost functions
InterpolationCost functionCorrelation rationMutual informationNormalized mutual informationNormalized cross-correlation

TrilinearCorrelation Ratio0.0309210.5726250.7587320.016443
TrilinearLeast square 0.0309430.5755580.7588430.016472
TrilinearNormalized cross-correlation0.0309780.5779680.7587420.016498
TrilinearNormalized mutual information0.0308740.5716440.7587560.016452
B-spline 3rd Correlation ratio0.0911920.9069450.7898370.047106
B-spline 3rd Least square 0.0913710.9059950.7901050.047204
B-spline 3rd Normalized cross-correlation0.0893110.9058220.7889360.046135
B-spline 3rd Normalized mutual information0.0915540.9062340.7898600.047101
B-spline 4th Correlation ratio0.0475230.6454130.7647920.026291
B-spline 4th Least square 0.0476640.6476750.7649650.026334
B-spline 4th Normalized cross-correlation0.0478370.6465290.7649380.026347
B-spline 4th Normalized mutual information0.0477410.6462910.7648790.026328
Cubic LagrangeCorrelation ratio0.0274510.5577550.7381210.014453
Cubic LagrangeLeast square 0.0276780.5590160.7385170.014556
Cubic LagrangeNormalized cross-correlation0.0277510.5577850.7382530.014558
Cubic LagrangeNormalized mutual information0.0276320.5589930.7348890.014486
Quintic LagrangeCorrelation ratio0.0262260.5335780.7317170.013931
Quintic LagrangeLeast square 0.0263070.5384330.7305970.014006
Quintic LagrangeNormalized cross-correlation0.0262270.5336040.7318810.013986
Quintic LagrangeNormalized mutual information0.0262340.5322180.7312890.013912
Heptic LagrangeCorrelation ratio0.0259830.5377120.7296220.013651
Heptic LagrangeLeast square 0.0262740.5325240.7312210.013767
Heptic LagrangeNormalized cross-correlation0.0262730.5310870.7305810.013741
Heptic LagrangeNormalized mutual information0.0261620.5311990.7306810.013672
Windowed SincCorrelation ratio0.0242010.2631320.7202910.013392
Windowed SincLeast square 0.0252530.2609970.7208840.013445
Windowed SincNormalized cross-correlation0.0247270.2669730.7203060.013544
Windowed SincNormalized mutual information0.0248190.2623720.7300320.013426