DocumentCode
2718929
Title
Fast localize the bioluminescent source via graph cuts
Author
Liu, Kai ; Tian, Jie ; Zhu, Shouping ; Qin, Chenghu ; Zhang, Xing ; Han, Dong
Author_Institution
Med. Image Process. Group, Chinese Acad. of Sci., Beijing, China
fYear
2010
fDate
14-17 April 2010
Firstpage
696
Lastpage
699
Abstract
Bioluminescence imaging (BLI) and bioluminescence tomography (BLT) make it possible to elucidate cellular signatures to better understand the effects of human disease in small animal in vivo. However, to the best of our knowledge, the existing gradient-type reconstruction methods in BLT are not very efficient, and often require a relatively small volume of interest (VOI) for feasible results. In this paper, a fast graph cuts based reconstruction method for BLT is presented, which is to localize the bioluminescent source in heterogeneous mouse atlas via max-flow/min-cut algorithm. Since the original graph cuts theory can only handle graph-representable problem, the quadratic pseudo-boolean optimization is incorporated to make the graph tractable. The internal light source can be reconstructed from the whole domain, so a priori knowledge of VOI can be avoided in this method. In the experiments, the proposed method is validated in a heterogeneous mouse atlas, and the source can be localized reliably and efficiently by graph cuts; and compared with a gradient-type method, graph cuts is about 25-50 times faster.
Keywords
bioluminescence; biomedical optical imaging; diseases; graph theory; image reconstruction; medical image processing; optical tomography; bioluminescence imaging; bioluminescence tomography; cellular signatures; disease; gradient-type reconstruction methods; graph cuts; reconstruction method; volume of interest; Animals; Bioluminescence; Diseases; Humans; Image reconstruction; In vivo; Light sources; Mice; Reconstruction algorithms; Tomography; Bioluminescence tomography (BLT); diffusion equation; inverse problem; light propagation in tissues;
fLanguage
English
Publisher
ieee
Conference_Titel
Biomedical Imaging: From Nano to Macro, 2010 IEEE International Symposium on
Conference_Location
Rotterdam
ISSN
1945-7928
Print_ISBN
978-1-4244-4125-9
Electronic_ISBN
1945-7928
Type
conf
DOI
10.1109/ISBI.2010.5490079
Filename
5490079
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