Segmentation of the Proximal Femur by the Analysis of X-ray Imaging Using Statistical Models of Shape and Appearance

被引：1

作者：

Guillen, Joel Oswaldo Gallegos ^{[1
]}

Cerquin, Laura Jovani Estacio ^{[1
]}

Obando, Javier Delgado ^{[2
]}

Castro-Gutierrez, Eveling ^{[1
]}

机构：

[1] San Agustin Natl Univ Arequipa, Arequipa, Peru

[2] Univ Austral Chile, Valdivia, Chile

来源：

ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING (ICAISC 2018), PT II | 2018年 / 10842卷

关键词：

Segmentation; AP X-ray; Statistical shape models (SSM); Statistical appearance models (SAM); Gold standard; DICE coefficient; REGISTRATION;

D O I：

10.1007/978-3-319-91262-2_3

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Using image processing to assist in the diagnostic of diseases is a growing challenge. Segmentation is one of the relevant stages in image processing. We present a strategy of complete segmentation of the proximal femur (right and left) in anterior-posterior pelvic radiographs using statistical models of shape and appearance for assistance in the diagnostics of diseases associated with femurs. Quantitative results are provided using the DICE coefficient and the processing time, on a set of clinical data that indicate the validity of our proposal.

引用

页码：25 / 35

页数：11

共 50 条

[21] Landmark Location in X-Ray Images Using Active Appearance Models
Long, M.
Mouton, A.
Douglas, T. S.
WORLD CONGRESS ON MEDICAL PHYSICS AND BIOMEDICAL ENGINEERING, VOL 25, PT 4: IMAGE PROCESSING, BIOSIGNAL PROCESSING, MODELLING AND SIMULATION, BIOMECHANICS, 2010, 25 : 1764 - 1767
[22] Towards 3-D LV Shape Recovery in Biplane X-Ray Angiography Using Statistical Shape Models
Swoboda, R.
Steinwender, C.
Leisch, F.
Scharinger, J.
COMPUTERS IN CARDIOLOGY 2008, VOLS 1 AND 2, 2008, : 713 - +
[23] Shape measurement of BGA for analysis of defects by X-ray imaging
Sumimoto, T
Maruyama, T
Azuma, Y
Goto, S
Mondou, M
Furukawa, N
Okada, S
FIFTH INTERNATIONAL SYMPOSIUM ON INSTRUMENTATION AND CONTROL TECHNOLOGY, 2003, 5253 : 361 - 365
[24] Micro and imaging x-ray analysis by using polycapillary x-ray optics
Tsuji, Kouichi
Nakano, Kazuhiko
Yamaguchi, Makoto
Yonehara, Tasuku
ADVANCES IN X-RAY/EUV OPTICS AND COMPONENTS III, 2008, 7077
[25] The effect of femur positioning on dual-energy X-ray absorptiometry (DXA) measures and statistical shape and appearance modeling (SSAM) fracture risk assessments
Ammar, Ali
Jazinizadeh, Fatemeh
Adachi, Jonathan D.
Quenneville, Cheryl E.
PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART H-JOURNAL OF ENGINEERING IN MEDICINE, 2024, 238 (01) : 90 - 98
[26] STATISTICAL APPROACH TO X-RAY CT IMAGING AND ITS APPLICATIONS IN IMAGE-ANALYSIS .1. STATISTICAL-ANALYSIS OF X-RAY CT IMAGING
LEI, TH
SEWCHAND, W
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1992, 11 (01) : 53 - 61
[27] Statistical shape (ASM) and appearance (AAM) models for the segmentation of the cerebellum in fetal ultrasound
Reyes Lopez, Misael
Arambula Cosio, Fernando
13TH INTERNATIONAL CONFERENCE ON MEDICAL INFORMATION PROCESSING AND ANALYSIS, 2017, 10572
[28] Osteoporosis Presence Verification Using MACE Filter Based Statistical Models of Appearance with Application to Cervical X-ray Images
Aouache, M.
Hussain, A.
Samad, S. A.
Hamzain, A. H.
Ariffin, A. K.
4TH KUALA LUMPUR INTERNATIONAL CONFERENCE ON BIOMEDICAL ENGINEERING 2008, VOLS 1 AND 2, 2008, 21 (1-2): : 607 - +
[29] Prostate segmentation from 3D transrectal ultrasound using statistical shape models and various appearance models
Heimann, T.
Baumhauer, M.
Simpfendoerfer, T.
Meinzer, H. -P.
Wolf, I.
MEDICAL IMAGING 2008: IMAGE PROCESSING, PTS 1-3, 2008, 6914
[30] Anatomical Landmark Tracking for the Analysis of Animal Locomotion in X-ray Videos Using Active Appearance Models
Haase, Daniel
Denzler, Joachim
IMAGE ANALYSIS: 17TH SCANDINAVIAN CONFERENCE, SCIA 2011, 2011, 6688 : 604 - 615

← 1 2 3 4 5 →