Table 6 Ablation study of OBISR with extensive combinations of EMA, LM, DTG, and PatchD

From: Unsupervised GAN-based model for super-resolution of oracle bone rubbing images

Method

Dataset

EMA

\({{\mathcal{L}}}_{{\rm{M}}}\)

DTG

PatchD

PSNR↑

SSIM↑

VIF↑

OBI_BI

SCGAN

×

×

×

×

13.1928

0.3293

0.1111

 

OBISR-A

✓

×

×

×

13.8904

0.3958

0.1223

 

OBISR-B

×

✓

×

×

14.3531

0.3785

0.1268

 

OBISR-C

×

×

✓

×

14.1711

0.4319

0.1278

 

OBISR-D

×

×

×

✓

14.8229

0.4387

0.1276

 

OBISR-E

✓

✓

×

×

14.7397

0.4605

0.1283

 

OBISR-F

✓

×

✓

×

14.5181

0.4687

0.1359

 

OBISR-G

✓

×

×

✓

14.9139

0.4420

0.1324

 

OBISR-H

×

✓

✓

×

15.0155

0.4531

0.1383

 

OBISR-I

×

✓

×

✓

14.9185

0.4382

0.1285

 

OBISR-J

×

×

✓

✓

15.1484

0.4939

0.1394

 

OBISR-K

✓

✓

✓

×

15.2146

0.4792

0.1364

 

OBISR-L

✓

✓

×

✓

15.3048

0.4750

0.1331

 

OBISR-M

✓

×

✓

✓

15.1757

0.4943

0.1414

 

OBISR-N

×

✓

✓

✓

15.1948

0.5161

0.1465

 

OBISR

✓

✓

✓

✓

15.5943

0.5419

0.1466

OBI_AR

SCGAN

×

×

×

×

14.9966

0.3087

0.1837

 

OBISR-A

✓

×

×

×

16.2903

0.3838

0.2061

 

OBISR-B

×

✓

×

×

17.1552

0.8458

0.2239

 

OBISR-C

×

×

✓

×

17.1062

0.6582

0.2305

 

OBISR-D

×

×

×

✓

16.4233

0.6288

0.2240

 

OBISR-E

✓

✓

×

×

17.2239

0.7274

0.2265

 

OBISR-F

✓

×

✓

×

17.7324

0.7873

0.2457

 

OBISR-G

✓

×

×

✓

18.1539

0.8268

0.2311

 

OBISR-H

×

✓

✓

×

16.1388

0.5480

0.2260

 

OBISR-I

×

✓

×

✓

15.5976

0.5993

0.2171

 

OBISR-J

×

×

✓

✓

19.0020

0.7894

0.2982

 

OBISR-K

✓

✓

✓

×

17.5109

0.5879

0.2421

 

OBISR-L

✓

✓

×

✓

17.8483

0.6962

0.2535

 

OBISR-M

✓

×

✓

✓

19.3233

0.8481

0.2977

 

OBISR-N

×

✓

✓

✓

18.8286

0.8543

0.3360

 

OBISR

✓

✓

✓

✓

19.9181

0.8701

0.3392

  1. The results on OBI_BI and OBI_AR datasets (measured by PSNR, SSIM, and VIF) highlight both individual and joint effects of each module.