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Table 1 Comparison of segmentation accuracies

From: Histological image segmentation using fast mean shift clustering method

Method

Dice index

Rand index

Variation of information

Fibrosis

Vessels

  

k-Means

0.67 ± 0.24

0.52 ± 0.24

0.69 ± 0.08

1.25 ± 0.20

GMM-EM

0.60 ± 0.13

0.68 ± 0.22

0.76 ± 0.10

1.03 ± 0.29

HMRF-EM

0.28 ± 0.14

0.76 ± 0.22

0.62 ± 0.10

1.35 ± 0.24

KGC

0.23 ± 0.10

0.69 ± 0.19

0.55 ± 0.08

1.62 ± 0.16

Mean Shift

0.87 ± 0.05

0.84 ± 0.09

0.91 ± 0.03

0.53 ± 0.12

FMShift

0.86 ± 0.05

0.84 ± 0.07

0.91 ± 0.02

0.54 ± 0.12

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