Al. Redhead et al., AN AUTOMATED-METHOD FOR ASSESSING ROUTINE RADIOGRAPHS OF PATIENTS WITH TOTAL HIP REPLACEMENTS, Proceedings of the Institution of Mechanical Engineers. Part H, Journal of engineering in medicine, 211(2), 1997, pp. 145-154
This paper describes a new, fully automated method of locating objects
on radiographs of patients with total joint replacements (TJRs). A st
atistical computer model, known as an active shape model, was trained
to identify the position of the femur, pelvis, stem and cup marker wir
e on radiographs of patients with Charnley total hip prostheses. Once
trained, the model was able to locate these objects through a process
of automatic image searching, despite their appearance depending on th
e orientation and anatomy of the patient. Experiments were carried out
to test the accuracy with which the model was able to fit to previous
ly unseen data and with which reference points could be calculated fro
m the model points. The model was able to locate the femur and stem wi
th a mean error of approximately 0.8 mm and a 95 per cent confidence l
imit of 1.7 mn. Once the model had successfully located these objects,
the midpoint of the stem head could be calculated with a mean error o
f approximately 0.2 mm. Although the model has been trained on Charnle
y total hip replacements, the method is generic and so can be applied
to radiographs of patients with any TJR. This paper shows that compute
r models can form the basis of a quick, automatic method of taking mea
surements from standard clinical radiographs.