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

From: Multi-class segmentation of neuronal structures in electron microscopy images

  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