数字类别

正则项类型

平均PSNR (dB)

平均Dice系数

平均预测时间(秒)

UNet

MSGN

UNet

MSGN

UNet

MSGN

0

L₁

20.8722

24.9410

0.9084

0.9571

0.002874

0.008182

0

L₂

21.1055

24.5693

0.9078

0.9497

0.002889

0.007690

0

βTV

21.1518

24.0317

0.9093

0.9512

0.002908

0.007765

0

MTV

21.1020

24.1004

0.9061

0.9479

0.002957

0.007637

1

L₁

26.3562

29.6574

0.9254

0.9637

0.002920

0.007700

1

L₂

26.1091

29.2715

0.9132

0.9544

0.002974

0.007822

1

βTV

25.2050

28.2628

0.9025

0.9537

0.002837

0.007574

1

MTV

25.7999

28.9726

0.9130

0.9549

0.002886

0.007766

2

L₁

17.7678

22.1875

0.8315

0.9278

0.002869

0.007874

2

L₂

17.3122

21.0214

0.8165

0.9040

0.003055

0.007611

2

βTV

17.1773

21.2615

0.8097

0.9149

0.002852

0.007839

2

MTV

17.0974

21.1883

0.8022

0.9088

0.002996

0.007713

3

L₁

18.1001

22.4949

0.8390

0.9259

0.002774

0.007919

3

L₂

18.0394

21.5393

0.8268

0.9072

0.002886

0.007455

3

βTV

17.8933

21.5698

0.8239

0.9156

0.003205

0.007815

3

MTV

18.1050

21.6235

0.8279

0.9125

0.002966

0.007629

4

L₁

18.8365

23.8939

0.8336

0.9352

0.002915

0.007908

4

L₂

18.3769

22.2510

0.8115

0.9048

0.002875

0.007603

4

βTV

18.1806

22.2781

0.8120

0.9144

0.002878

0.007705

4

MTV

18.0108

22.6919

0.7976

0.9144

0.002905

0.007826

5

L₁

18.0286

22.2075

0.8049

0.9119

0.002768

0.008085

5

L₂

17.3202

21.1838

0.7792

0.8860

0.002923

0.007660

5

βTV

17.9255

21.3773

0.7979

0.8988

0.002886

0.007895

5

MTV

17.3521

21.3097

0.7715

0.8916

0.002899

0.007777

6

L₁

22.3173

24.8509

0.9165

0.9517

0.002849

0.007904

6

L₂

21.9856

24.0270

0.9080

0.9394

0.002989

0.007572

6

βTV

20.9708

23.9028

0.8951

0.9432

0.002929

0.007851

6

MTV

21.5745

24.0386

0.9026

0.9400

0.002845

0.007703

7

L₁

19.5380

24.6984

0.8431

0.9385

0.002879

0.008023

7

L₂

19.8594

23.4645

0.8426

0.9148

0.002921

0.007671

7

βTV

19.5435

23.1148

0.8359

0.9186

0.002879

0.007836

7

MTV

19.1853

23.5580

0.8197

0.9197

0.002802

0.007831

8

L₁

18.5135

23.1229

0.8567

0.9382

0.002895

0.008076

8

L₂

17.8736

21.7187

0.8321

0.9160

0.002802

0.007747

8

βTV

17.9153

22.1014

0.8358

0.9266

0.002916

0.007784

8

MTV

17.6955

21.9336

0.8275

0.9200

0.002889

0.007810

9

L₁

19.5757

23.9752

0.8569

0.9378

0.002943

0.008058

9

L₂

19.5820

23.1028

0.8476

0.9193

0.002897

0.007418

9

βTV

19.2713

22.9673

0.8436

0.9231

0.002926

0.007632

9

MTV

19.3042

22.9723

0.8415

0.9207

0.002972

0.007719