Title :
FAIR: a hardware architecture for real-time 3-D image registration
Author :
Castro-Pareja, Carlos R. ; Jagadeesh, Jogikal M. ; Shekhar, Raj
Author_Institution :
Dept. of Electr. Eng., Ohio State Univ., Columbus, OH, USA
Abstract :
Mutual information-based image registration, shown to be effective in registering a range of medical images, is a computationally expensive process, with a typical execution time on the order of minutes on a modern single-processor computer. Accelerated execution of this process promises to enhance efficiency and therefore promote routine use of image registration clinically. This paper presents details of a hardware architecture for real-time three-dimensional (3-D) image registration. Real-time performance can be achieved by setting up a network of processing units, each with three independent memory buses: one each for the two image memories and one for the mutual histogram memory. Memory access parallelization and pipelining, by design, allow each processing unit to be 25 times faster than a processor with the same bus speed, when calculating mutual information using partial volume interpolation. Our architecture provides superior per-processor performance at a lower cost compared to a parallel supercomputer.
Keywords :
image registration; interpolation; medical image processing; pipeline processing; FAIR hardware architecture; biomedical image processing; fast automatic image registration architecture; floating image; hardware-accelerated registration; independent memory buses; memory access parallelization; multimodality images; mutual histogram memory; mutual information; network of processing units; partial volume interpolation; pipelining; real-time 3-D image registration; voxel similarity; Acceleration; Biomedical imaging; Computer architecture; Hardware; Histograms; Image registration; Interpolation; Mutual information; Pipeline processing; Process design; Algorithms; Computer Communication Networks; Computing Methodologies; Equipment Design; Equipment Failure Analysis; Image Processing, Computer-Assisted; Imaging, Three-Dimensional; Reproducibility of Results; Sensitivity and Specificity; Subtraction Technique;
Journal_Title :
Information Technology in Biomedicine, IEEE Transactions on
DOI :
10.1109/TITB.2003.821370