Table 3.
Accuracy improved by Fisher criterion (the best results are marked in bold).
Test Images | Methods | Acc (%) | Recall | Precision |
---|---|---|---|---|
No. 1 | CNN | 99.27 | 49.74 | 81.68 |
Fisher-based CNN | 99.29 | 53.83 | 80.20 | |
No. 2 | CNN | 98.34 | 31.51 | 91.05 |
Fisher-based CNN | 98.40 | 35.47 | 88.90 | |
No. 3 | CNN | 96.84 | 5.79 | 76.92 |
Fisher-based CNN | 97.02 | 12.79 | 83.33 | |
No. 4 | CNN | 99.37 | 2.88 | 22.22 |
Fisher-based CNN | 99.69 | 5.74 | 34.78 | |
No. 5 | CNN | 99.01 | 93.10 | 72.66 |
Fisher-based CNN | 99.05 | 93.23 | 73.40 |