Research Article

Multiple Active Contours Driven by Particle Swarm Optimization for Cardiac Medical Image Segmentation

Table 2

Average similarity measure with the Jaccard index, the Dice index, and the Hausdorff distance among the regions segmented by the traditional ACM, graph cut method, our proposed method (MACPSO), and the regions outlined by two experts of the set of MR images.

Comparative studies Distance/similarity measure
Hausdorff (H) Jaccard’s index (J) Dice’s index (D)

ACM versus Expert 1 7.615 0.377 0.5476
ACM versus Expert 2 15.231 0.4 0.5714
Graph cut versus Expert 1 6.236 0.5555 0.7142
Graph cut versus Expert 2 6.782 0.5272 0.6904
MACPSO versus Expert 1 6.708 0.7142 0.8333
MACPSO versus Expert 2 7.071 0.6153 0.7619