Table 3 Performance comparison between traditional DBN, DWT-DBN and proposed DWT-PCA-DBN
From: Analyzing MRI scans to detect glioblastoma tumor using hybrid deep belief networks
Classification techniques | Accuracy | Specificity | Sensitivity | F-score |
|---|---|---|---|---|
DBN | 0.89 ± 0.18 | 0.88 ± 0.26 | 0.91 ± 0.19 | 0.90 ± 0.22 |
DWT-DBN | 0.91 ± 0.19 | 0.90 ± 0.24 | 0.92 ± 0.18 | 0.91 ± 0.23 |
DWT-PCA-DBN | 0.95 ± 0.14 | 0.94 ± 0.16 | 0.97 ± 0.26 | 0.95 ± 0.15 |