A Novel Multicategory Defect Detection Method Based on the Convolutional Neural Network Method for TFT-LCD Panels

Table 6

Result of sensitivity and specificity results—modified dataset.

Label in the model	Category	Specificity (%)	Sensitivity (%)	TPA (%)
0	Blue full-dark defect	99.96	100	98.90
1	Blue half-dark defect	99.91	99.38
2	Blue half-bright defect	99.78	97.44
3	Blue full-bright defect	100	97.65
4	Blue defect-free	99.78	97.69
5	Green full-dark defect	100	99.39
6	Green half-dark defect	100	96.97
7	Green half-bright defect	100	100
8	Green full-bright defect	100	100
9	Green defect-free	99.73	100
10	Red full-dark defect	99.91	98.66
11	Red half-dark defect	100	98.06
12	Red half-bright defect	99.82	100
13	Red full-bright defect	100	99.41
14	Red defect-free	100	100