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Advances, Systems and Applications

Table 3 A comparative assessment of POD

From: DenMerD: a feature enhanced approach to radar beam blockage correction with edge-cloud computing

dBZ

Dataset

VGG

DenseNet

DFNet

RC-FCN

DenMerD*

55-60

Rectangular Mask

0.0172

0.0163

0.0132

0.0189

0.0251

50-55

0.0995

0.0825

0.0875

0.0885

0.1099

45-50

0.2941

0.2028

0.2534

0.2956

0.2986

40-45

0.2965

0.2386

0.2357

0.2980

0.3089

35-40

0.2770

0.2062

0.2169

0.2215

0.2674

30-35

0.3878

0.3236

0.3552

0.3882

0.3898

25-30

0.3054

0.2441

0.2576

0.2021

0.3080

20-25

0.3565

0.3288

0.3379

0.3572

0.3577

15-20

0.3014

0.2965

0.2889

0.1633

0.3088

10-15

0.3441

0.3284

0.3425

0.3631

0.3530

5-10

0.4275

0.4425

0.4128

0.6029

0.4442

0-5

0.3814

0.3755

0.3749

0.3669

0.3951

-20-0

0.4483

0.4672

0.4442

0.5937

0.4380

NULL

0.8968

0.9053

0.9162

0.9354

0.9175

55-60

Irregular Mask

0.0163

0.0156

0.0135

0.0172

0.0254

50-55

0.0893

0.0819

0.0992

0.0872

0.1134

45-50

0.2923

0.2011

0.2547

0.2965

0.2975

40-45

0.2952

0.2375

0.2362

0.1853

0.3071

35-40

0.2761

0.2060

0.2156

0.2788

0.2793

30-35

0.3852

0.3234

0.3869

0.2829

0.3902

25-30

0.3041

0.2439

0.3055

0.2026

0.3077

20-25

0.3552

0.3277

0.3371

0.3557

0.3568

15-20

0.3051

0.3066

0.2876

0.1645

0.3091

10-15

0.3434

0.3275

0.3436

0.3629

0.3532

5-10

0.4267

0.4411

0.4134

0.6031

0.4438

0-5

0.3813

0.3742

0.3833

0.3672

0.3949

-20-0

0.4477

0.4662

0.4458

0.5921

0.4372

NULL

0.8965

0.9048

0.9169

0.9351

0.9188