A PRACTICAL STATISTICAL APPROACH TO THE RECONSTRUCTION PROBLEM USING A SINGLE SLICE REBINNING METHOD

被引:12
作者
Cierniak, Robert [1 ]
Pluta, Piotr [1 ]
Kazmierczak, Andrzej [2 ,3 ]
机构
[1] Czestochowa Tech Univ, Inst Computat Intelligence, Al Armii Krajowej 36, PL-42200 Czestochowa, Poland
[2] Univ Social Sci, Informat Technol Inst, PL-90113 Lodz, Poland
[3] Clark Univ, Worcester, MA 01610 USA
关键词
reconstruction algorithm; statistical iterative method; computed tomography; IMAGE-RECONSTRUCTION; ALGORITHMS;
D O I
10.2478/jaiscr-2020-0010
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The paper presented here describes a new practical approach to the reconstruction problem applied to 3D spiral x-ray tomography. The concept we propose is based on a continuous-to-continuous data model, and the reconstruction problem is formulated as a shift invariant system. This original reconstruction method is formulated taking into consideration the statistical properties of signals obtained by the 3D geometry of a CT scanner. It belongs to the class of nutating reconstruction methods and is based on the advanced single slice rebinning (ASSR) methodology. The concept shown here significantly improves the quality of the images obtained after reconstruction and decreases the complexity of the reconstruction problem in comparison with other approaches. Computer simulations have been performed, which prove that the reconstruction algorithm described here does indeed significantly outperforms conventional analytical methods in the quality of the images obtained.
引用
收藏
页码:137 / 149
页数:13
相关论文
共 24 条
[1]   Some First-Order Algorithms for Total Variation Based Image Restoration [J].
Aujol, Jean-Francois .
JOURNAL OF MATHEMATICAL IMAGING AND VISION, 2009, 34 (03) :307-327
[2]   A unified approach to statistical tomography using coordinate descent optimization [J].
Bouman, CA ;
Sauer, K .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1996, 5 (03) :480-492
[3]  
Bruder H, 2000, IEEE T MED IMAGING, V19, P873, DOI 10.1109/42.887836
[6]  
Cierniak R, 2006, LECT NOTES COMPUT SC, V4029, P890, DOI 10.1007/11785231_93
[7]   Comparison of algebraic and analytical approaches to the formulation of the statistical model-based reconstruction problem for X-ray computed tomography [J].
Cierniak, Robert ;
Lorent, Anna .
COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2016, 52 :19-27
[8]  
Cierniak R, 2010, LECT NOTES ARTIF INT, V6113, P505, DOI 10.1007/978-3-642-13208-7_63
[9]   New neural network algorithm for image reconstruction from fan-beam projections [J].
Cierniak, Robert .
NEUROCOMPUTING, 2009, 72 (13-15) :3238-3244
[10]   Distance-driven projection and backprojection in three dimensions [J].
De Man, B ;
Basu, S .
PHYSICS IN MEDICINE AND BIOLOGY, 2004, 49 (11) :2463-2475