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2017-4-11-Thesis of Tong Liang.pdf (1.78 MB)
ETD Abstract Container
Abstract Header
Atlas-based Segmentation of Temporal Bone Anatomy
Author Info
Liang, Tong
ORCID® Identifier
http://orcid.org/0000-0002-7428-2114
Permalink:
http://rave.ohiolink.edu/etdc/view?acc_num=osu1491835850819812
Abstract Details
Year and Degree
2017, Master of Science, Ohio State University, Electrical and Computer Engineering.
Abstract
In this research, we proposed an atlas-based automated segmentation approach which used 6 manually traced CT volumes (including the reference CT volume) to construct the atlas. We then registered the test CT volumes to a single reference volume. A series of morphological processes were implemented to segment the temporal bone anatomy. A 3D-view based tracing tool `VolEditor’ was used to provide the manual tracing results of the test data to compare with our automatic segmentations. The validation results of our method on 20 test clinical CT volumes (10 left, 10 right) resulted in average DICE similarity coefficients over 0.6 for cochlea, malleus and incus and ranged from 0.46 to 0.64 for facial nerve, semi-circular canals and vestibule. The proposed method didn’t reach the precision required for surgical planning but was effective for segmenting structures required in surgical simulation software. Additionally, we determined that the 3D manual tracing tool, used in this study, resulted in segmentation errors that caused degradation of the validation results.
Committee
Bradley Clymer (Advisor)
Kimerly Powell (Committee Member)
Pages
54 p.
Subject Headings
Bioinformatics
;
Computer Science
Keywords
atlas-based image segmentation
;
temporal bone
;
automatic image segmentation
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Citations
Liang, T. (2017).
Atlas-based Segmentation of Temporal Bone Anatomy
[Master's thesis, Ohio State University]. OhioLINK Electronic Theses and Dissertations Center. http://rave.ohiolink.edu/etdc/view?acc_num=osu1491835850819812
APA Style (7th edition)
Liang, Tong.
Atlas-based Segmentation of Temporal Bone Anatomy.
2017. Ohio State University, Master's thesis.
OhioLINK Electronic Theses and Dissertations Center
, http://rave.ohiolink.edu/etdc/view?acc_num=osu1491835850819812.
MLA Style (8th edition)
Liang, Tong. "Atlas-based Segmentation of Temporal Bone Anatomy." Master's thesis, Ohio State University, 2017. http://rave.ohiolink.edu/etdc/view?acc_num=osu1491835850819812
Chicago Manual of Style (17th edition)
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Document number:
osu1491835850819812
Download Count:
478
Copyright Info
© 2017, all rights reserved.
This open access ETD is published by The Ohio State University and OhioLINK.