A channelized Hotelling observer study of lesion detection in SPECT MAP reconstruction using anatomical priors

被引:28
作者
Kulkarni, S.
Khurd, P.
Hsiao, I.
Zhou, L.
Gindi, G. [1 ]
机构
[1] SUNY Stony Brook, Dept Elect & Comp Engn, Stony Brook, NY 11794 USA
[2] Univ Penn, Dept Radiol, Philadelphia, PA 19104 USA
关键词
D O I
10.1088/0031-9155/52/12/017
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
In emission tomography, anatomical side information, in the form of organ and lesion boundaries, derived from intra-patient coregistered CT or MR scans can be incorporated into the reconstruction. Our interest is in exploring the efficacy of such side information for lesion detectability. To assess detectability we used the SNR of a channelized Hotelling observer and a signal-known exactly/background-known exactly detection task. In simulation studies, we incorporated anatomical side information into a SPECT MAP ( maximum a posteriori) reconstruction by smoothing within but not across organ or lesion boundaries. A non-anatomical prior was applied by uniform smoothing across the entire image. We investigated whether the use of anatomical priors with organ boundaries alone or with perfect lesion boundaries alone would change lesion detectability relative to the case of a prior with no anatomical information. Furthermore, we investigated whether any such detectability changes for the organ-boundary case would be a function of the distance of the lesion to the organ boundary. We also investigated whether any detectability changes for the lesion-boundary case would be a function of the degree of proximity, i.e. a difference in the radius of the true functional lesion and the radius of the anatomical lesion boundary. Our results showed almost no detectability difference with versus without organ boundaries at any lesion-to-organ boundary distance. Our results also showed no difference in lesion detectability with and without lesion boundaries, and no variation of lesion detectability with degree of proximity.
引用
收藏
页码:3601 / 3617
页数:17
相关论文
共 36 条
[1]  
ABBEY C, 1998, THESIS U ARIZONA TUS
[2]   Human- and model-observer performance in ramp-spectrum noise: effects of regularization and object variability [J].
Abbey, CK ;
Barrett, HH .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 2001, 18 (03) :473-488
[3]  
ABBEY CK, 1997, C REC SPIE MED IMAGI, V3032, P182
[4]   Minimum cross-entropy reconstruction of PET images using prior anatomical information [J].
Ardekani, BA ;
Braun, M ;
Hutton, BF ;
Kanno, I ;
Iida, H .
PHYSICS IN MEDICINE AND BIOLOGY, 1996, 41 (11) :2497-2517
[5]   Evaluation of anatomy based reconstruction for partial volume correction in brain FDG-PET [J].
Baete, K ;
Nuyts, J ;
Van Laere, K ;
Van Paesschen, W ;
Ceyssens, S ;
De Ceuninck, L ;
Gheysens, O ;
Kelles, A ;
Van den Eynden, J ;
Suetens, P ;
Dupont, P .
NEUROIMAGE, 2004, 23 (01) :305-317
[6]   Anatomical-based FDG-PET reconstruction for the detection of hypo-metabolic regions in epilepsy [J].
Baete, K ;
Nuyts, J ;
Van Paesschen, W ;
Suetens, P ;
Dupont, P .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2004, 23 (04) :510-519
[7]  
Barrett H. H., 2003, Foundations of image science
[8]   Bayesian reconstruction and use of anatomical a Priori information for emission tomography [J].
Bowsher, JE ;
Johnson, VE ;
Turkington, TG ;
Jaszczak, RJ ;
Floyd, CE ;
Coleman, RE .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1996, 15 (05) :673-686
[9]  
BRUYANT P, 2003, C REC IEEE NUCL SCI, V5, P3166
[10]  
BRUYANT P, 2004, C REC IEEE NAT SCI S, V7, P4072