Skip to main content
U.S. Department of Energy
Office of Scientific and Technical Information

Data-dependent bandwidth selection for emission computed tomography reconstruction

Journal Article · · IEEE Transactions on Medical Imaging (Institute of Electrical and Electronics Engineers); (United States)
DOI:https://doi.org/10.1109/42.232245· OSTI ID:6012051
 [1];  [2]
  1. Univ. College, Dublin (Ireland). Dept. of Statistics
  2. Univ. of Washington, Seattle, WA (United States). Dept. of Statistics
At present, the choice of bandwidth in emission computed tomography (ECT) reconstruction is done by subjective means. Here the authors develop an automated objective selection technique for linear reconstruction algorithms such as filtered backprojection. The approach is based on the method of unbiased risk estimation. A set of 2-dimensional validation studies using computer simulated and physical phantom data from the Hoffman et al. brain phantom are then carried out. These 2-dimensional studies incorporate measured corrections for object attenuation and lack of uniformity in detector sensitivity. They find that the unbiased risk approach works very well. Over a range of count rates and brain slice source distributions, the root mean square (rms) error of the fully automated reconstruction, with the data-dependent choice of bandwidth, is around 5 percent greater than the rms error for the reconstruction with an ideal choice of the bandwidth.
DOE Contract Number:
FG06-85ER25006
OSTI ID:
6012051
Journal Information:
IEEE Transactions on Medical Imaging (Institute of Electrical and Electronics Engineers); (United States), Journal Name: IEEE Transactions on Medical Imaging (Institute of Electrical and Electronics Engineers); (United States) Vol. 12:2; ISSN 0278-0062; ISSN ITMID4
Country of Publication:
United States
Language:
English