Method

Data Set

Faster RCNN

Test-dev (%)

Test-std (%)

Y/N

Num

Other

Overall

Y/N

Num

Other

Overall

PD

VQA v2.0

×

74.37

34.68

40.99

52.23

70.37

35.00

40.25

53.59

ID

VQA v2.0

√

82.87

49.15

56.13

67.83

80.22

41.20

55.69

64.39

PDID

VQA v2.0

√

83.95

49.35

57.25

68.98

80.90

42.81

58.27

66.69

PD

VQA v1.0

×

74.71

29.35

37.97

51.62

72.22

29.91

41.28

52.78

ID

VQA v1.0

√

81.69

44.22

54.14

68.03

80.93

43.95

58.03

68.62

PDID

VQA v1.0

√

82.98

44.86

57.23

68.99

82.01

44.17

58.39

68.06

PD

VQA-CP v2

×

-

-

-

-

40.55

11.05

34.69

25.38

ID

VQA-CP v2

√

-

-

-

-

46.84

12.72

37.62

33.39

PDID

VQA-CP v2

√

-

-

-

-

47.25

13.21

36.9

35.75

PD

COCO-QA

×

-

-

-

-

-

-

-

62.24

ID

COCO-QA

√

-

-

-

-

-

-

-

68.72

PDID

COCO-QA

√

-

-

-

-

-

-

-

68.91