TY - GEN
T1 - Regularization for inverting the radon transform with wedge consideration
AU - Aganj, I.
AU - Bartesaghi, A.
AU - Borgnia, M.
AU - Liao, H. Y.
AU - Sapiro, G.
AU - Subramaniam, S.
PY - 2007
Y1 - 2007
N2 - In limited angle tomography, with applications such as electron microscopy, medical imaging, and industrial testing, the object of interest is scanned over a limited angular range, which is less than the full 180° mathematically required for density reconstruction. The use of standard full-range reconstruction algorithms produces results widi notorious "butterfly" or "wedge" artifacts. In this work we propose a reconstruction technique with a regularization term that takes into account the orientation of the missing angular range, also denoted as missing wedge. We show that a regularization diat penalizes non-uniformly in the orientation space produces reconstructions with less artifacts, thereby improving the recovery of the "invisible" edges due to the missing wedge. We present the underlying framework and results for a challenging phantom and real cryo-electron microscopy data.
AB - In limited angle tomography, with applications such as electron microscopy, medical imaging, and industrial testing, the object of interest is scanned over a limited angular range, which is less than the full 180° mathematically required for density reconstruction. The use of standard full-range reconstruction algorithms produces results widi notorious "butterfly" or "wedge" artifacts. In this work we propose a reconstruction technique with a regularization term that takes into account the orientation of the missing angular range, also denoted as missing wedge. We show that a regularization diat penalizes non-uniformly in the orientation space produces reconstructions with less artifacts, thereby improving the recovery of the "invisible" edges due to the missing wedge. We present the underlying framework and results for a challenging phantom and real cryo-electron microscopy data.
KW - Directional smoothing
KW - Limited angle tomography
KW - Missing wedge
KW - Non linear regularization
UR - http://www.scopus.com/inward/record.url?scp=36348990208&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=36348990208&partnerID=8YFLogxK
U2 - 10.1109/ISBI.2007.356827
DO - 10.1109/ISBI.2007.356827
M3 - Conference contribution
AN - SCOPUS:36348990208
SN - 1424406722
SN - 9781424406722
T3 - 2007 4th IEEE International Symposium on Biomedical Imaging: From Nano to Macro - Proceedings
SP - 217
EP - 220
BT - 2007 4th IEEE International Symposium on Biomedical Imaging
T2 - 2007 4th IEEE International Symposium on Biomedical Imaging: From Nano to Macro; ISBI'07
Y2 - 12 April 2007 through 15 April 2007
ER -