Table 4 Chart QA experiment results.

From: Enterprise chart question and answer method based on multi modal cross fusion

Models

FigureQA

DVQA (OCR)

MECD

Val1

Val2

Test-familiar

Test-novel

Val

test

IMG + QUES

59.41%

57.14%

32.01%

32.01%

22.38%

23.03%

SANDY (Oracle)

62.02%

59.54%

56.48%

56.62%

36.15%

38.02%

PReFIL

94.84%

93.26%

80.88%

80.04%

49.43%

51.46%

VL-T5

83.59%

82.38%

85.78%

84.47%

54.89%

56.31%

Vision TaPas

81.21%

89.74%

86.93%

86.77%

61.37%

62.05%

Pix2Struct

89.83%

88.62%

89.78%

90.13%

77.26%

76.95%

OURS (Chart QA)

91.37%

91.45%

94.43%

94.37%

80.56%

82.24%