Table 2 Performance of pixelwise validation.

From: Cellular 3D-reconstruction and analysis in the human cerebral cortex using automatic serial sections

Model

Metrics

Subject 1

Subject 2

Subject 3

Individual Models

Sensitivity

0.87

0.82

0.89

 

Precision

0.92

0.85

0.89

 

F1

0.89

0.84

0.89

Combined Model

Sensitivity

0.80

0.79

0.91

 

Precision

0.93

0.86

0.88

 

F1

0.86

0.82

0.90

  1. Precision, sensitivity, and F1-score of 2048 × 2048 pixel image for each subject with individual trained UNetDense models and one combined UNetDense model. Pixel evaluation is based on the confusion matrix of Table 1.