Title :
Symmetric phase-only matched filtering of Fourier-Mellin transforms for image registration and recognition
Author :
Chen, Qin-sheng ; Defrise, Michel ; Deconinck, F.
Author_Institution :
Memorial Sloan-Kettering Cancer Center, New York, NY, USA
fDate :
12/1/1994 12:00:00 AM
Abstract :
Presents a new method to match a 2D image to a translated, rotated and scaled reference image. The approach consists of two steps: the calculation of a Fourier-Mellin invariant (FMI) descriptor for each image to be matched, and the matching of the FMI descriptors. The FMI descriptor is translation invariant, and represents rotation and scaling as translations in parameter space. The matching of the FMI descriptors is achieved using symmetric phase-only matched filtering (SPOMF). The performance of the FMI-SPOMF algorithm is the same or similar to that of phase-only matched filtering when dealing with image translations. The significant advantage of the new technique is its capability to match rotated and scaled images accurately and efficiently. The innovation is the application of SPOMF to the FMI descriptors, which guarantees high discriminating power and excellent robustness in the presence of noise. This paper describes the principle of the new method and its discrete implementation for either image detection problems or image registration problems. Practical results are presented for various applications in medical imaging, remote sensing, fingerprint recognition and multiobject identification
Keywords :
Fourier transforms; filtering theory; fingerprint identification; image matching; image registration; matched filters; medical image processing; noise; object recognition; remote sensing; rotation; 2D image matching; Fourier-Mellin invariant descriptor; Fourier-Mellin transforms; algorithm performance; discrete implementation; discriminating power; fingerprint recognition; image detection problems; image recognition; image registration; image translations; medical imaging; multiobject identification; noise; parameter space translations; remote sensing; robustness; rotated reference image; scaled reference image; symmetric phase-only matched filtering; translated reference image; translation invariance; Biomedical imaging; Filtering; Fourier transforms; Image matching; Image recognition; Image registration; Matched filters; Noise robustness; Optical filters; Signal to noise ratio;
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on