Table 3 Distribution of pathologies and performance metrics of MORG in testing set
From: A deep learning based automatic report generator for retinal optical coherence tomography images
| Â | Pathologies | Descriptions | Patient | Eye | Scan | Precision | Recall | F1-score |
|---|---|---|---|---|---|---|---|---|
1 | Macular Hole | Foveal tissue loss | 377 | 386 | 406 | 0.755 | 0.554 | 0.639 |
Macular hole closure | 159 | 159 | 178 | 0.669 | 0.579 | 0.620 | ||
A cover floating in front of the hole | 32 | 34 | 35 | 1.000 | 0.114 | 0.205 | ||
2 | Retinoschisis | Retinoschisis | 449 | 469 | 502 | 0.537 | 0.715 | 0.613 |
3 | Macular Structure | Normal fovea | 1715 | 1810 | 1820 | 0.691 | 0.848 | 0.761 |
Retinal atrophy and thinning | 1641 | 1723 | 1794 | 0.679 | 0.628 | 0.652 | ||
Retinal edema and thickening | 2425 | 2605 | 2955 | 0.831 | 0.894 | 0.861 | ||
4 | Epiretinal Membrane | Proliferative membrane visible anterior to the retina | 1640 | 1727 | 1870 | 0.633 | 0.783 | 0.700 |
High reflective signal visible anterior to the retina | 49 | 50 | 51 | 0.800 | 0.078 | 0.143 | ||
5 | Vitreous Body | Vitreous opacification | 17 | 17 | 17 | 0.000 | 0.000 | - |
Posterior vitreous detachment | 165 | 173 | 179 | 0.778 | 0.235 | 0.361 | ||
6 | Internal Limiting Membrane | Abnormal reflective signal on the retinal surface | 110 | 110 | 111 | 0.429 | 0.081 | 0.136 |
Inhomogeneous reflection of Inner limiting membrane reflection | 557 | 573 | 586 | 0.500 | 0.012 | 0.023 | ||
7 | Photoreceptor Layer | Photoreceptor layer atrophy and thinning | 493 | 508 | 517 | 0.613 | 0.551 | 0.580 |
Photoreceptor layer reflection decreased | 130 | 133 | 134 | 0.444 | 0.418 | 0.431 | ||
8 | IS/OS layer | IS/OS layer atrophy and thinning | 8 | 8 | 8 | 0.000 | 0.000 | - |
Disruption of the continuity of the IS/OS layer | 2067 | 2167 | 2345 | 0.817 | 0.734 | 0.773 | ||
Decreased IS/OS layer reflection | 554 | 577 | 582 | 0.563 | 0.402 | 0.469 | ||
9 | NSR detachment | Neural epithelial layer is well-adhered | 633 | 639 | 727 | 0.635 | 0.582 | 0.607 |
Neural epithelial layer detachment | 1504 | 1548 | 1672 | 0.851 | 0.803 | 0.826 | ||
10 | NSR reflectivity | High reflective signal visible in the neural epithelial layer and below | 234 | 241 | 275 | 0.766 | 0.596 | 0.671 |
High reflective signal in the neural epithelial layer | 1542 | 1701 | 1900 | 0.791 | 0.705 | 0.745 | ||
Abnormal reflective signal beneath the retina | 429 | 430 | 455 | 0.630 | 0.699 | 0.663 | ||
Abnormal tissue reflection in the inner or outer neural epithelial layer | 429 | 431 | 468 | 0.691 | 0.534 | 0.602 | ||
11 | NSR structure | Indistinct boundaries between neural epithelial layers | 20 | 20 | 20 | 0.000 | 0.000 | - |
Local absence of outer layer tissue | 21 | 21 | 22 | 0.000 | 0.000 | - | ||
Local absence of inner layer tissue | 217 | 223 | 227 | 0.463 | 0.410 | 0.435 | ||
Foveal structural abnormality | 1911 | 2016 | 2033 | 0.701 | 0.780 | 0.738 | ||
12 | RPE detachment | Local detachment of the RPE layer | 886 | 921 | 1024 | 0.738 | 0.688 | 0.712 |
13 | RPE reflectivity | Abnormal signals are visible near the RPE layer | 62 | 66 | 66 | 0.455 | 0.379 | 0.413 |
RPE layer reflection uneven with visible small elevations | 3064 | 3232 | 3421 | 0.643 | 0.633 | 0.638 | ||
14 | RPE structure | Atrophy and thinning of the RPE layer | 158 | 163 | 164 | 0.613 | 0.348 | 0.444 |
Irregular RPE layer | 300 | 308 | 318 | 0.763 | 0.182 | 0.294 | ||
Disruption of the continuity of the RPE layer | 546 | 567 | 633 | 0.723 | 0.589 | 0.649 | ||
Abnormal reflective signal visible beneath the detached RPE layer | 337 | 350 | 390 | 0.627 | 0.708 | 0.665 | ||
15 | Choroid | Choroidal atrophy | 584 | 637 | 679 | 0.861 | 0.611 | 0.715 |
16 | External limiting membrane | Thinning of the external limiting membrane | 0 | 0 | 0 | - | - | - |