Shape model analysis of THR radiographs

A. C W Kotcheff; A. Redhead; C. J. Taylor; D. W L Hukins

doi:10.1109/ICPR.1996.547452

Shape model analysis of THR radiographs

A. C W Kotcheff, A. Redhead, C. J. Taylor, D. W L Hukins

Research output: Chapter in Book/Conference proceeding › Conference contribution

Abstract

We describe a system that performs fully automatic analysis of total hip replacement (THR) radiographs using a model-based approach. Previous methods for analysis of this type of radiograph have been manual or semi-automatic and require considerable investment of skilled operators time. Our system works unsupervised and is the first of its type. Image search is carried out using a statistically defined deformable template used as an active shape model (ASM). The ASM, which is trained to model prosthetic, femoral, and pelvic structures within the image, iteratively modifies its pose and shape to fit to the evidence in a given image. We present the results of systematic experiments which show that the system can robustly locate relevant structures in routine post-operative radiographs accurately enough for practical applications. © 1996 IEEE.

Original language	English
Title of host publication	Proceedings - International Conference on Pattern Recognition\|Proc. Int. Conf. Pattern Recognit.
Publisher	IEEE
Pages	391-395
Number of pages	4
Volume	4
ISBN (Print)	081867282X, 9780818672828
DOIs	https://doi.org/10.1109/ICPR.1996.547452
Publication status	Published - 1996
Event	13th International Conference on Pattern Recognition, ICPR 1996 - Vienna Duration: 1 Jul 1996 → … http://ieeexplore.ieee.org/xpl/conhome.jsp?punumber=1000545

Conference

Conference	13th International Conference on Pattern Recognition, ICPR 1996
City	Vienna
Period	1/07/96 → …
Internet address	http://ieeexplore.ieee.org/xpl/conhome.jsp?punumber=1000545

Keywords

Peer Reviewed Conference

Access to Document

10.1109/ICPR.1996.547452

Cite this

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title = "Shape model analysis of THR radiographs",

abstract = "We describe a system that performs fully automatic analysis of total hip replacement (THR) radiographs using a model-based approach. Previous methods for analysis of this type of radiograph have been manual or semi-automatic and require considerable investment of skilled operators time. Our system works unsupervised and is the first of its type. Image search is carried out using a statistically defined deformable template used as an active shape model (ASM). The ASM, which is trained to model prosthetic, femoral, and pelvic structures within the image, iteratively modifies its pose and shape to fit to the evidence in a given image. We present the results of systematic experiments which show that the system can robustly locate relevant structures in routine post-operative radiographs accurately enough for practical applications. {\textcopyright} 1996 IEEE.",

keywords = "Peer Reviewed Conference",

author = "Kotcheff, \{A. C W\} and A. Redhead and Taylor, \{C. J.\} and Hukins, \{D. W L\}",

year = "1996",

doi = "10.1109/ICPR.1996.547452",

language = "English",

isbn = "081867282X",

volume = "4",

pages = "391--395",

booktitle = "Proceedings - International Conference on Pattern Recognition|Proc. Int. Conf. Pattern Recognit.",

publisher = "IEEE",

address = "United States",

note = "13th International Conference on Pattern Recognition, ICPR 1996 ; Conference date: 01-07-1996",

url = "http://ieeexplore.ieee.org/xpl/conhome.jsp?punumber=1000545",

}

TY - GEN

T1 - Shape model analysis of THR radiographs

AU - Kotcheff, A. C W

AU - Redhead, A.

AU - Taylor, C. J.

AU - Hukins, D. W L

PY - 1996

Y1 - 1996

N2 - We describe a system that performs fully automatic analysis of total hip replacement (THR) radiographs using a model-based approach. Previous methods for analysis of this type of radiograph have been manual or semi-automatic and require considerable investment of skilled operators time. Our system works unsupervised and is the first of its type. Image search is carried out using a statistically defined deformable template used as an active shape model (ASM). The ASM, which is trained to model prosthetic, femoral, and pelvic structures within the image, iteratively modifies its pose and shape to fit to the evidence in a given image. We present the results of systematic experiments which show that the system can robustly locate relevant structures in routine post-operative radiographs accurately enough for practical applications. © 1996 IEEE.

AB - We describe a system that performs fully automatic analysis of total hip replacement (THR) radiographs using a model-based approach. Previous methods for analysis of this type of radiograph have been manual or semi-automatic and require considerable investment of skilled operators time. Our system works unsupervised and is the first of its type. Image search is carried out using a statistically defined deformable template used as an active shape model (ASM). The ASM, which is trained to model prosthetic, femoral, and pelvic structures within the image, iteratively modifies its pose and shape to fit to the evidence in a given image. We present the results of systematic experiments which show that the system can robustly locate relevant structures in routine post-operative radiographs accurately enough for practical applications. © 1996 IEEE.

KW - Peer Reviewed Conference

UR - https://www.scopus.com/pages/publications/0003844087

U2 - 10.1109/ICPR.1996.547452

DO - 10.1109/ICPR.1996.547452

M3 - Conference contribution

SN - 081867282X

SN - 9780818672828

VL - 4

SP - 391

EP - 395

BT - Proceedings - International Conference on Pattern Recognition|Proc. Int. Conf. Pattern Recognit.

PB - IEEE

T2 - 13th International Conference on Pattern Recognition, ICPR 1996

Y2 - 1 July 1996

ER -

Shape model analysis of THR radiographs

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