Table 4 Mean (SD) of different statistical metrics for nearest-neighbor down-sampling
Sensitivity (%) | Specificity (%) | PPV (%) | NPV (%) | |
|---|---|---|---|---|
LVED | ||||
FCN | 85.7 (22.7) | 99.9 (0.4) | 89.5 (21.9) | 99.8 (0.3) |
FCN-SAD | 91.7 (13.4) | 99.9 (0.2) | 90.9 (15.5) | 99.9 (0.2) |
cvi42 | 79.5 (35.7) | 99.6 (0.7) | 69.8 (34.2) | 99.7 (0.6) |
U-Net | 83.0 (25.9) | 99.9 (0.1) | 89.7 (21.9) | 99.8 (0.3) |
U-Net-SAD | 86.8 (22.2) | 99.9 (0.2) | 89.2 (22.0) | 99.8 (0.2) |
LVES | ||||
FCN | 82.9 (22.7) | 99.9 (0.2) | 86.4 (22.4) | 99.8 (0.2) |
FCN-SAD | 88.5 (19.0) | 99.9 (0.3) | 84.7 (20.8) | 99.9 (0.1) |
cvi42 | 79.6 (33.8) | 99.7 (0.6) | 67.0 (32.5) | 99.8 (0.3) |
U-Net | 79.0 (27.5) | 99.9 (0.2) | 84.1 (26.0) | 99.8 (0.2) |
U-Net-SAD | 82.1 (23.4) | 99.9 (0.2) | 87.1 (20.6) | 99.8 (0.2) |
RVED | ||||
FCN | 79.6 (25.4) | 99.7 (0.3) | 84.4 (22.6) | 99.6 (0.6) |
FCN-SAD | 84.9 (21.5) | 99.7 (0.4) | 86.2 (20.3) | 99.7 (0.4) |
cvi42 | 53.1 (41.3) | 99.7 (0.5) | 60.2 (42.4) | 99.0 (1.1) |
U-Net | 77.0 (29.4) | 99.7 (0.4) | 84.1 (23.5) | 99.6 (0.6) |
U-Net-SAD | 81.0 (24.6) | 99.8 (0.3) | 86.3 (20.6) | 99.6 (0.5) |
RVES | ||||
FCN | 75.0 (26.6) | 99.7 (0.4) | 79.5 (25.1) | 99.7 (0.3) |
FCN-SAD | 83.5 (20.0) | 99.6 (0.6) | 79.0 (23.0) | 99.8 (0.2) |
cvi42 | 54.3 (39.5) | 99.7 (0.5) | 57.3 (39.0) | 99.4 (0.7) |
U-Net | 70.8 (30.3) | 99.8 (0.4) | 77.7 (27.8) | 99.7 (0.4) |
U-Net-SAD | 74.2 (27.1) | 99.8 (0.3) | 80.3 (24.3) | 99.7 (0.3) |