Table 3 Quantitative segmentation results for mitochondria, synapses and membrane on the Hippocampus, Somatosensory Cortex and Cerebellum stacks evaluated with the Jaccard index

Segmentation

Two-class regularization

αβ-swap regularization

Mitochondria

Synapses

Mitochondria

Synapses

Mitochondria

Synapses

PIBoost

0.70

0.36

0.73

0.41

0.76

0.34

AdaBoost [14, 16]

0.62

0.07

0.71

0.30

-

-

Bayesian [28]

0.45

0.32

0.46

0.29

0.49

0.28

Hippocampus Stack

Mitochondria

Synapses

Mitochondria

Synapses

Mitochondria

Synapses

PIBoost

0.54

0.35

0.57

0.41

0.57

0.31

AdaBoost [14, 16]

0.51

0.30

0.55

0.39

-

-

Bayesian [28]

0.46

0.18

0.47

0.17

0.52

0.28

Somatosensory Cortex Stack

Mitochondria

Membrane

Mitochondria

Membrane

Mitochondria

Membrane

PIBoost

0.52

0.36

0.57

0.31

0.56

0.31

AdaBoost [14, 16]

0.36

0.22

0.55

0.29

-

-

Bayesian [28]

0.51

0.34

0.55

0.21

0.52

0.28

Cerebellum Stack