数据集

CelebA

Paris Street View

Place2

掩码率

10%~20%

30%~40%

50%~60%

10%~20%

30%~40%

50%~60%

10%~20%

30%~40%

50%~60%

FID

EdgeConnect

17.6

33.37

65.38

32.54

66.61

117.53

55.53

83.23

130.9

Deepfillv2

19.61

41.26

74.64

39.2

85.53

145.97

54.54

89.22

136.28

PI

32.83

65.88

99.52

41.43

96.24

143.32

67.11

128.86

181.27

Our

14.58

29.63

56.39

21.24

51.75

101.48

45.7

73.59

109.54

PSNR

EdgeConnect

31.35

25.94

20.97

29.83

25.46

21.54

29.86

26.44

22.76

Deepfillv2

30.85

25.41

20.67

29.45

24.94

21.28

29.49

26.82

22.51

PI

28.13

22.81

18.55

26.11

21.75

18.11

27.69

23.13

18.27

Our

31.89

26.55

21.82

31.53

26.59

22.14

30.48

27.3

22.97

SSIM

EdgeConnect

0.883

0.744

0.566

0.8658

0.7163

0.5362

0.8445

0.7003

0.5398

Deepfillv2

0.8859

0.7532

0.5732

0.8757

0.7242

0.5435

0.8423

0.714

0.5391

PI

0.8624

0.7034

0.5264

0.8414

0.6608

0.4738

0.8307

0.6447

0.463

Our

0.905

0.776

0.6121

0.8965

0.758

0.5654

0.8605

0.7213

0.5491

Mean l1

EdgeConnect

0.0088

0.0213

0.0449

0.0114

0.0251

0.0468

0.0112

0.0211

0.038

Deepfillv2

0.009

0.0216

0.0459

0.011

0.0257

0.0475

0.0103

0.0206

0.0362

PI

0.0124

0.033

0.0661

0.0164

0.0388

0.0734

0.0134

0.038

0.0814

Our

0.007

0.018

0.0376

0.0082

0.0202

0.0416

0.0079

0.018

0.0432