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. 2013 Aug 20;8(8):e71715. doi: 10.1371/journal.pone.0071715

Table 1. Evaluation on BSDS500. Higher is better for all measures except VI, for which lower is better.

Algorithm Covering RI VI F-measure
ODS OIS Best ODS OIS ODS OIS ODS OIS AP
human 0.72 0.72 0.88 0.88 1.17 1.17 0.80 0.80
agglo 0.612 0.669 0.767 0.836 0.862 1.56 1.36 0.728 0.760 0.777
flat 0.608 0.658 0.753 0.830 0.859 1.63 1.42 0.726 0.760 0.776
oriented mean [4] 0.584 0.643 0.741 0.824 0.854 1.71 1.49 0.725 0.759 0.758
mean 0.540 0.597 0.694 0.791 0.834 1.80 1.63 0.643 0.666 0.689

ODS uses the optimal scale for the entire dataset while OIS uses the optimal scale for each image.