TY - JOUR
T1 - An iterative algorithm for computed tomography image reconstruction from limited-angle projections
AU - Sun, Yu li
AU - Tao, Jin xu
AU - Chen, Hao
AU - Liu, Cong gui
N1 - Publisher Copyright:
© 2015, Shanghai Jiaotong University and Springer-Verlag Berlin Heidelberg.
PY - 2015/4/2
Y1 - 2015/4/2
N2 - In application of tomography imaging, limited-angle problem is a quite practical and important issue. In this paper, an iterative reprojection-reconstruction (IRR) algorithm using a modified Papoulis-Gerchberg (PG) iterative scheme is developed for reconstruction from limited-angle projections which contain noise. The proposed algorithm has two iterative update processes, one is the extrapolation of unknown data, and the other is the modification of the known noisy observation data. And the algorithm introduces scaling factors to control the two processes, respectively. The convergence of the algorithm is guaranteed, and the method of choosing the scaling factors is given with energy constraints. The simulation result demonstrates our conclusions and indicates that the algorithm proposed in this paper can obviously improve the reconstruction quality.
AB - In application of tomography imaging, limited-angle problem is a quite practical and important issue. In this paper, an iterative reprojection-reconstruction (IRR) algorithm using a modified Papoulis-Gerchberg (PG) iterative scheme is developed for reconstruction from limited-angle projections which contain noise. The proposed algorithm has two iterative update processes, one is the extrapolation of unknown data, and the other is the modification of the known noisy observation data. And the algorithm introduces scaling factors to control the two processes, respectively. The convergence of the algorithm is guaranteed, and the method of choosing the scaling factors is given with energy constraints. The simulation result demonstrates our conclusions and indicates that the algorithm proposed in this paper can obviously improve the reconstruction quality.
KW - Papoulis-Gerchberg algorithm
KW - computed tomography
KW - limited-angle reconstruction
UR - http://www.scopus.com/inward/record.url?scp=84938068845&partnerID=8YFLogxK
U2 - 10.1007/s12204-015-1608-9
DO - 10.1007/s12204-015-1608-9
M3 - Article
AN - SCOPUS:84938068845
SN - 1007-1172
VL - 20
SP - 202
EP - 208
JO - Journal of Shanghai Jiaotong University (Science)
JF - Journal of Shanghai Jiaotong University (Science)
IS - 2
ER -