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

Table 4

Sensitivity and specificity results—original dataset.

Label in the model	Category	Specificity (%)	Sensitivity (%)	TPA (%)
0	Blue full-dark defect	99.37	88.04	96.60
1	Blue half-dark defect	99.37	89.13
2	Blue half-bright defect	98.12	77.38
3	Blue full-bright defect	98.38	76.74
4	Blue defect-free	98.12	83.13
5	Green full-dark defect	100	94.74
6	Green half-dark defect	99.82	95.38
7	Green half-bright defect	99.82	95.12
8	Green full-bright defect	99.65	96.92
9	Green defect-free	99.55	100
10	Red full-dark defect	99.38	86.57
11	Red half-dark defect	98.92	91.67
12	Red half-bright defect	99.38	87.01
13	Red full-bright defect	100	86.52
14	Red defect-free	99.91	100