Title :
Accuracy analysis for correlation-based image registration algorithms
Author :
Manduchi, R. ; Mian, G.A.
Author_Institution :
Dipartimento di Elettronica ed Inf., Padova, Italy
Abstract :
The behavior of two image registration techniques (the cross-correlation and the phase-correlation algorithms) for input signals corrupted by additive white noise is studied in the frequency domain. Useful expressions of the displacement measurement error variance are presented, which allows for the analysis of the accuracy of both methods. Both methods are more sensitive to noise for low-pass inputs (blurred images) than they are for high-pass inputs (textured, sharp images). The phase-correlation technique is more sensitive to noise than direct cross-correlation both for low-pass and high-pass inputs
Keywords :
correlation theory; image registration; image texture; white noise; additive white noise; blurred images; correlation-based image registration; cross-correlation; displacement measurement error; frequency domain; phase-correlation algorithms; sharp images; Additive white noise; Algorithm design and analysis; Displacement measurement; Distortion measurement; Finite impulse response filter; Image analysis; Image registration; Noise robustness; Signal processing; Signal processing algorithms;
Conference_Titel :
Circuits and Systems, 1993., ISCAS '93, 1993 IEEE International Symposium on
Conference_Location :
Chicago, IL
Print_ISBN :
0-7803-1281-3
DOI :
10.1109/ISCAS.1993.393852