Method

Data Set

Faster

RCNN

Test-dev (%)

Test-std (%)

Y/N

Num

Other

Overall

Y/N

Num

Other

Overall

PDID (Resnet-18)

VQA v2.0

×

75.57

34.68

40.99

54.13

72.96

36.05

40.95

54.33

PDID (Resnet-50)

VQA v2.0

√

83.77

49.12

57.13

68.81

81.82

42.29

55.99

64.38

PDID (Resnet-101)

VQA v2.0

√

86.81

53.36

60.33

71.02

86.99

53.09

65.28

71.23

PDID (Resnet-18)

VQA v1.0

×

75.01

29.69

39.87

52.02

75.22

29.91

40.26

53.95

PDID (Resnet-50)

VQA v1.0

√

82.59

44.24

56.24

67.93

81.93

43.95

56.03

68.12

PDID (Resnet-101)

VQA v1.0

√

83.88

44.85

57.33

68.99

83.01

44.17

56.36

69.01

PDID (Resnet-18)

VQA-CP v2

×

-

-

-

-

40.55

11.05

30.79

29.32

PDID (Resnet-50)

VQA-CP v2

√

-

-

-

-

46.84

12.72

35.97

36.39

PDID (Resnet-101)

VQA-CP v2

√

-

-

-

-

47.25

13.21

36.98

37.75

PDID (Resnet-18)

COCO-QA

×

-

-

-

-

-

-

-

60.24

PDID (Resnet-50)

COCO-QA

√

-

-

-

-

-

-

-

68.68

PDID (Resnet-101)

COCO-QA

√

-

-

-

-

-

-

-

68.91

PDID (Original)

VQA v2.0

×

86.91

53.34

60.45

71.08

87.99

54.08

65.37

71.87

PDID (Original)

VQA v1.0

×

86.72

45.24

60.45

70.11

86.99

45.24

60.37

69.68

PDID (Original)

VQA-CP v2

×

-

-

-

-

50.82

13.24

40.39

42.09

PDID (Original)

COCO-QA

×

-

-

-

-

-

-

-

70.94