S. Solloway et al., THE USE OF ACTIVE SHAPE MODELS FOR MAKING THICKNESS MEASUREMENTS OF ARTICULAR-CARTILAGE FROM MR-IMAGES, Magnetic resonance in medicine, 37(6), 1997, pp. 943-952
Previously reported studies to quantify articular cartilage have used
labor-intensive manual or semi-automatic data-driven techniques, demon
strating high accuracy and precision. However, none has been able to a
utomate the segmentation process. This paper describes a fast, automat
ic, model-based approach to segmentation and thickness measurement of
the femoral cartilage in 3D T-1-weighted images using active shape mod
els (ASMs). Systematic experiments were performed to assess the accura
cy and precision of the technique with in vivo images of both normal a
nd abnormal knees. Segmentation accuracy was determined by comparing t
he results of the segmentation with the boundaries delineated by a rad
iologist, The mean error in locating the boundary was 0.57 pixels. To
assess the precision of the measurement technique, the mean thickness
of the femoral cartilage was calculated for repeated scans of five hea
lthy volunteers. A mean coefficient of variation (CV) of 2.8% was obta
ined for the thickness measurements.