Dental cone-beam CT reconstruction from limited-angle view data based on compressed-sensing (CS) theory for fast, low-dose X-ray imaging
Recently, reducing radiation doses has become an issue of critical importance in the broader radiological community. As a possible technical approach, especially, in dental cone-beam computed tomography (CBCT), reconstruction from limited-angle view data (< 360°) would enable fast scanning with r...
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Published in | Journal of the Korean Physical Society Vol. 64; no. 12; pp. 1907 - 1911 |
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Main Authors | , , , , , , , , , |
Format | Journal Article |
Language | English |
Published |
Seoul
The Korean Physical Society
01.06.2014
한국물리학회 |
Subjects | |
Online Access | Get full text |
ISSN | 0374-4884 1976-8524 |
DOI | 10.3938/jkps.64.1907 |
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Abstract | Recently, reducing radiation doses has become an issue of critical importance in the broader radiological community. As a possible technical approach, especially, in dental cone-beam computed tomography (CBCT), reconstruction from limited-angle view data (< 360°) would enable fast scanning with reduced doses to the patient. In this study, we investigated and implemented an efficient reconstruction algorithm based on compressed-sensing (CS) theory for the scan geometry and performed systematic simulation works to investigate the image characteristics. We also performed experimental works by applying the algorithm to a commercially-available dental CBCT system to demonstrate its effectiveness for image reconstruction in incomplete data problems. We successfully reconstructed CBCT images with incomplete projections acquired at selected scan angles of 120, 150, 180, and 200° with a fixed angle step of 1.2° and evaluated the reconstruction quality quantitatively. Both simulation and experimental demonstrations of the CS-based reconstruction from limited-angle view data show that the algorithm can be applied directly to current dental CBCT systems for reducing the imaging doses and further improving the image quality. |
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AbstractList | Recently, reducing radiation doses has become an issue of critical importance in the broader radiologicalcommunity. As a possible technical approach, especially, in dental cone-beam computedtomography (CBCT), reconstruction from limited-angle view data (< 360) would enable fast scanningwith reduced doses to the patient. In this study, we investigated and implemented an efficientreconstruction algorithm based on compressed-sensing (CS) theory for the scan geometry and performedsystematic simulation works to investigate the image characteristics. We also performedexperimental works by applying the algorithm to a commercially-available dental CBCT system todemonstrate its effectiveness for image reconstruction in incomplete data problems. We successfullyreconstructed CBCT images with incomplete projections acquired at selected scan angles of 120,150, 180, and 200 with a fixed angle step of 1.2 and evaluated the reconstruction quality quantitatively.
Both simulation and experimental demonstrations of the CS-based reconstruction fromlimited-angle view data show that the algorithm can be applied directly to current dental CBCTsystems for reducing the imaging doses and further improving the image quality. KCI Citation Count: 0 Recently, reducing radiation doses has become an issue of critical importance in the broader radiological community. As a possible technical approach, especially, in dental cone-beam computed tomography (CBCT), reconstruction from limited-angle view data (< 360°) would enable fast scanning with reduced doses to the patient. In this study, we investigated and implemented an efficient reconstruction algorithm based on compressed-sensing (CS) theory for the scan geometry and performed systematic simulation works to investigate the image characteristics. We also performed experimental works by applying the algorithm to a commercially-available dental CBCT system to demonstrate its effectiveness for image reconstruction in incomplete data problems. We successfully reconstructed CBCT images with incomplete projections acquired at selected scan angles of 120, 150, 180, and 200° with a fixed angle step of 1.2° and evaluated the reconstruction quality quantitatively. Both simulation and experimental demonstrations of the CS-based reconstruction from limited-angle view data show that the algorithm can be applied directly to current dental CBCT systems for reducing the imaging doses and further improving the image quality. |
Author | Choi, Sungil Hong, Daeki Koo, Yangseo Lee, Minsik Park, Cheulkyu Oh, Jieun Park, Yeonok Je, Uikyu Cho, Hyosung Cho, Heemoon |
Author_xml | – sequence: 1 givenname: Uikyu surname: Je fullname: Je, Uikyu organization: Department of Radiological Science and VYSION Research Center, Yonsei University – sequence: 2 givenname: Hyosung surname: Cho fullname: Cho, Hyosung email: hscho1@yonsei.ac.kr organization: Department of Radiological Science and VYSION Research Center, Yonsei University – sequence: 3 givenname: Minsik surname: Lee fullname: Lee, Minsik organization: Department of Radiological Science and VYSION Research Center, Yonsei University – sequence: 4 givenname: Jieun surname: Oh fullname: Oh, Jieun organization: Department of Radiological Science and VYSION Research Center, Yonsei University – sequence: 5 givenname: Yeonok surname: Park fullname: Park, Yeonok organization: Department of Radiological Science and VYSION Research Center, Yonsei University – sequence: 6 givenname: Daeki surname: Hong fullname: Hong, Daeki organization: Department of Radiological Science and VYSION Research Center, Yonsei University – sequence: 7 givenname: Cheulkyu surname: Park fullname: Park, Cheulkyu organization: Department of Radiological Science and VYSION Research Center, Yonsei University – sequence: 8 givenname: Heemoon surname: Cho fullname: Cho, Heemoon organization: Department of Radiological Science and VYSION Research Center, Yonsei University – sequence: 9 givenname: Sungil surname: Choi fullname: Choi, Sungil organization: Department of Radiological Science and VYSION Research Center, Yonsei University – sequence: 10 givenname: Yangseo surname: Koo fullname: Koo, Yangseo organization: Department of Radiological Science and VYSION Research Center, Yonsei University |
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Cites_doi | 10.1088/0031-9155/53/17/021 10.1118/1.595078 10.1109/TIT.2005.862083 10.1118/1.3679865 10.3938/jkps.62.834 10.1016/0167-2789(92)90242-F 10.1118/1.3481510 10.1109/97.995823 |
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Keywords | Low doses Computed tomography Limited scan angle Compressed-sensing |
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References_xml | – reference: ParkJ.SongB. Y.KimJ. S.ParkS. H.KimH. K.LiuS.SuhT. S.SongW. Y.Med. Phys.201239120710.1118/1.3679865 – reference: VogelC. R.OmanM. E.J. Sci. Comput.1996172270847.650831375276 – reference: ParkerD. L.Med. Phys.1982925410.1118/1.595078 – reference: SidkyE. Y.PanX.Phys. Med. Biol.200853477710.1088/0031-9155/53/17/021 – reference: OhJ.J. Korean Phys. Soc.2013628342013JKPS...62..834O10.3938/jkps.62.834 – reference: ChoiK.WangJ.ZhuL.SuhT. S.BoydS.XingL.Med. Phys.201037511310.1118/1.3481510 – reference: CandesE.RombergJ.TaoT.IEEE Trans. Inf. Theory20065248910.1109/TIT.2005.8620831231.940172236170 – reference: RudinL.OsherS.FatemiE.Physica D1992602591992PhyD...60..259R10.1016/0167-2789(92)90242-F0780.49028 – reference: WangZ.BovikA. C.IEEE Signal Proc. Lett.20029812002ISPL....9...81W10.1109/97.995823 – volume: 17 start-page: 227 year: 1996 ident: 1956_CR5 publication-title: J. Sci. Comput. – volume: 53 start-page: 4777 year: 2008 ident: 1956_CR2 publication-title: Phys. Med. Biol. doi: 10.1088/0031-9155/53/17/021 – volume: 9 start-page: 254 year: 1982 ident: 1956_CR1 publication-title: Med. Phys. doi: 10.1118/1.595078 – volume: 52 start-page: 489 year: 2006 ident: 1956_CR4 publication-title: IEEE Trans. Inf. Theory doi: 10.1109/TIT.2005.862083 – volume: 39 start-page: 1207 year: 2012 ident: 1956_CR7 publication-title: Med. Phys. doi: 10.1118/1.3679865 – volume: 62 start-page: 834 year: 2013 ident: 1956_CR8 publication-title: J. Korean Phys. Soc. doi: 10.3938/jkps.62.834 – volume: 60 start-page: 259 year: 1992 ident: 1956_CR6 publication-title: Physica D doi: 10.1016/0167-2789(92)90242-F – volume: 37 start-page: 5113 year: 2010 ident: 1956_CR3 publication-title: Med. Phys. doi: 10.1118/1.3481510 – volume: 9 start-page: 81 year: 2002 ident: 1956_CR9 publication-title: IEEE Signal Proc. Lett. doi: 10.1109/97.995823 |
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SubjectTerms | Mathematical and Computational Physics Particle and Nuclear Physics Physics Physics and Astronomy Theoretical 물리학 |
Title | Dental cone-beam CT reconstruction from limited-angle view data based on compressed-sensing (CS) theory for fast, low-dose X-ray imaging |
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