Table 5.
Work | Database (samples) | Accuracy (%) | Sensitivity (%) | Specificity (%) |
---|---|---|---|---|
Nascimento et al. [21] | LIDC (73) | 92.78 | 85.64 | 97.89 |
Orozco and Villegas [22] | NBIA-ELCAP (113) | N/A | 96.15 | 52.17 |
Krewer et al. [7] | LIDC-IDRI (33) | 90.91 | 85.71 | 94.74 |
Dandil et al. [23] | Private (128) | 90.63 | 92.30 | 89.47 |
Parveen and Kavitha [24] | Private (3278) | N/A | 91.38 | 89.56 |
Kuruvilla and Gunavathi, 2014 [6] | LIDC (110) | 93.30 | 91.40 | 100 |
Gupta and Tiwari [25] | Private (120) | 90 | 86.66 | 93.33 |
Hua et al. [10] | LIDC (2545) | N/A | 73.30 | 78.70 |
Kumar et al. [8] | LIDC (4323) | 75.01 | 83.35 | N/A |
da Silva [26] | LIDC-IDRI (8296) | 82.3 | 79.4 | 83.8 |
CNN (this paper) | LIDC-IDRI (5024) | 84.15% | 83.96% | 84.32% |
DNN (this paper) | LIDC-IDRI (5024) | 82.37% | 80.66% | 83.9% |
SAE (this paper) | LIDC-IDRI (5024) | 82.59% | 83.96% | 81.35% |