模型

factor

RMSE↓

PSNR↑

SAM↓

SSIM↑

ERGAS↓

IR-TenSR

4

0.0268

31.0804

4.6833

0.8766

3.3305

MSSJFL

4

0.2530

9.9021

37.7176

0.4594

48.6553

SSFCNN

4

0.1263

15.6854

39.6333

0.3581

21.9003

DBDEnet

4

0.0836

19.4232

17.9799

0.6578

16.1640

SSRNET

4

0.0300

28.1822

7.0414

0.9006

4.7713

MSDCNN

4

0.0242

30.0647

5.7692

0.9303

3.8622

DARN

4

0.0247

29.8835

5.9761

0.9257

3.9435

HyperPNN

4

0.0233

30.4197

5.5660

0.9337

3.6935

TFNet

4

0.0202

31.6072

4.9212

0.9492

3.3355

DHIF

4

0.0179

32.5340

4.4637

0.9582

2.9816

IR-TenSR

8

0.0337

26.9917

7.2149

0.7768

5.0610

MSSJFL

8

0.2152

11.2428

36.9905

0.4781

40.6851

SSFCNN

8

0.1439

14.5430

46.6571

0.2266

24.1806

DBDEnet

8

0.1353

15.0095

26.0991

0.4105

25.7282

SSRNET

8

0.0356

26.6933

8.3942

0.8615

5.7293

MSDCNN

8

0.0297

28.3166

6.9335

0.8962

4.6353

DARN

8

0.0304

28.1271

7.3338

0.8917

4.7760

HyperPNN

8

0.0289

28.5710

6.8560

0.9004

4.4894

TFNet

8

0.0282

28.7404

6.4862

0.9075

4.4202

DHIF

8

0.0237

29.7739

5.6709

0.9362

4.0130

IR-TenSR

16

0.0383

24.7683

9.7128

0.7301

6.6964

MSSJFL

16

0.2401

10.4834

37.4915

0.3854

46.9414

SSFCNN

16

0.1333

15.2178

41.8337

0.2812

22.7150

DBDEnet

16

0.1560

13.8719

32.2484

0.3073

27.4385

SSRNET

16

0.0412

25.4413

9.8149

0.8121

6.2779

MSDCNN

16

0.0395

25.8563

9.3293

0.8256

6.0205

DARN

16

0.0383

26.1271

9.0652

0.8339

5.9025

HyperPNN

16

0.0369

26.4113

8.7333

0.8413

5.6301

TFNet

16

0.0384

26.1502

8.9651

0.8325

5.8234

DHIF

16

0.0289

27.6208

8.0122

0.8735

5.2630