Research Article

Research on Carbon Foam Image Segmentation Based on Deep Learning

Table 1

Symbol description.

SymbolDescription

Pixel true category label
Pixel predicted label
Width of the image
Height of the image
The Binary Cross-Entropy Loss
Normalization function
Weight of positive sample loss
Weight of the negative sample
Sample similarity
Weight of Binary Cross-Entropy Loss
Total loss
Number of correct prediction
Number of wrong predictions
Cells density in the picture
Magnification of the scanning electron microscope
Area of the test area and is the number of cells
True value
Prediction value according to ours methods
Error rate