Title :
Spiral FFT: An efficient method for 3-D FFTS on spiral MRI contours
Author :
Turnes, Christopher K. ; Romberg, Justin
Author_Institution :
Georgia Inst. of Technol., Atlanta, GA, USA
Abstract :
The Fast Fourier Transform (FFT) allows the Discrete Time Fourier Transform (DTFT) to be efficiently sampled on a uniform grid in frequency. In many applications, including Magnetic Resonance Imaging (MRI), uniform measurements are undesirable or impractical. Non-equispaced measurements in the Fourier domain are typically obtained through methods that use FFT values to interpolate the DTFT at off-grid locations. These algorithms, known as NUFFTs, are prohibitively expensive for large data sets in 3-D because of the interpolation cost. This paper proposes an exact transform called the SpiralFFT capable of sampling the DTFT on spiral patterns in 3-D frequency space. The SpiralFFT uses spiral structure to replace 3-D calculations with 1-D FFTs and chirp Z-transforms (CZTs). Simulations compare the SpiralFFT with a NUFFT algorithm on a realistic 3-D MRI data set. Results show that the SpiralFFT exhibits a factor of 8 increase in speed for comparable accuracy, and 8 orders of magnitude improvement in accuracy for comparable execution time. These results demonstrate the potential use of the SpiralFFT in spiral MRI to improve reconstruction speed and quality.
Keywords :
biomedical MRI; discrete Fourier transforms; medical image processing; 3D FFTS; DTFT; chirp Z-transform; discrete time Fourier transform; fast Fourier transform; magnetic resonance imaging; spiral FFT; spiral MRI contour; Accuracy; Complexity theory; Discrete Fourier transforms; Interpolation; Magnetic resonance imaging; Spirals; Discrete Fourier transforms; Magnetic resonance imaging; chirp z-transform; sampling methods; unequispaced FFT;
Conference_Titel :
Image Processing (ICIP), 2010 17th IEEE International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-7992-4
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2010.5653254