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

 

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

-

-

-