TASK |
DATASET |
MODEL |
METRIC NAME |
METRIC VALUE |
GLOBAL RANK |
REMOVE |
Visual Question Answering (VQA)
|
IconQA
|
Patch-TRM
|
Sub-tasks (Img.)
|
82.66
|
# 1
|
|
Visual Question Answering (VQA)
|
IconQA
|
Patch-TRM
|
Sub-tasks (Txt.)
|
75.19
|
# 1
|
|
Visual Question Answering (VQA)
|
IconQA
|
Patch-TRM
|
Sub-tasks (Blank)
|
83.62
|
# 1
|
|
Visual Question Answering (VQA)
|
IconQA
|
Patch-TRM
|
Reasoning (Geo.)
|
81.87
|
# 3
|
|
Visual Question Answering (VQA)
|
IconQA
|
Patch-TRM
|
Reasoning (Cou.)
|
77.81
|
# 1
|
|
Visual Question Answering (VQA)
|
IconQA
|
Patch-TRM
|
Reasoning (Com.)
|
87.00
|
# 1
|
|
Visual Question Answering (VQA)
|
IconQA
|
Patch-TRM
|
Reasoning (Spa.)
|
55.62
|
# 1
|
|
Visual Question Answering (VQA)
|
IconQA
|
Patch-TRM
|
Reasoning (Sce.)
|
62.39
|
# 6
|
|
Visual Question Answering (VQA)
|
IconQA
|
Patch-TRM
|
Reasoning (Pat.)
|
68.75
|
# 1
|
|
Visual Question Answering (VQA)
|
IconQA
|
Patch-TRM
|
Reasoning (Tim.)
|
77.98
|
# 1
|
|
Visual Question Answering (VQA)
|
IconQA
|
Patch-TRM
|
Reasoning (Fra.)
|
82.13
|
# 1
|
|
Visual Question Answering (VQA)
|
IconQA
|
Patch-TRM
|
Reasoning (Est.)
|
98.24
|
# 8
|
|
Visual Question Answering (VQA)
|
IconQA
|
Patch-TRM
|
Reasoning (Alg.)
|
56.73
|
# 1
|
|
Visual Question Answering (VQA)
|
IconQA
|
Patch-TRM
|
Reasoning (Mea.)
|
97.98
|
# 8
|
|
Visual Question Answering (VQA)
|
IconQA
|
Patch-TRM
|
Reasoning (Sen.)
|
92.49
|
# 1
|
|
Visual Question Answering (VQA)
|
IconQA
|
Patch-TRM
|
Reasoning (Pro.)
|
95.73
|
# 1
|
|
Visual Question Answering (VQA)
|
IconQA
|
UNITER
|
Sub-tasks (Img.)
|
78.71
|
# 4
|
|
Visual Question Answering (VQA)
|
IconQA
|
UNITER
|
Sub-tasks (Txt.)
|
72.39
|
# 3
|
|
Visual Question Answering (VQA)
|
IconQA
|
UNITER
|
Sub-tasks (Blank)
|
78.53
|
# 4
|
|
Visual Question Answering (VQA)
|
IconQA
|
UNITER
|
Reasoning (Geo.)
|
81.31
|
# 5
|
|
Visual Question Answering (VQA)
|
IconQA
|
UNITER
|
Reasoning (Cou.)
|
71.01
|
# 4
|
|
Visual Question Answering (VQA)
|
IconQA
|
UNITER
|
Reasoning (Com.)
|
83.67
|
# 3
|
|
Visual Question Answering (VQA)
|
IconQA
|
UNITER
|
Reasoning (Spa.)
|
48.34
|
# 8
|
|
Visual Question Answering (VQA)
|
IconQA
|
UNITER
|
Reasoning (Sce.)
|
61.25
|
# 7
|
|
Visual Question Answering (VQA)
|
IconQA
|
UNITER
|
Reasoning (Pat.)
|
60.81
|
# 3
|
|
Visual Question Answering (VQA)
|
IconQA
|
UNITER
|
Reasoning (Tim.)
|
69.77
|
# 3
|
|
Visual Question Answering (VQA)
|
IconQA
|
UNITER
|
Reasoning (Fra.)
|
78.37
|
# 2
|
|
Visual Question Answering (VQA)
|
IconQA
|
UNITER
|
Reasoning (Est.)
|
99.41
|
# 2
|
|
Visual Question Answering (VQA)
|
IconQA
|
UNITER
|
Reasoning (Alg.)
|
49.18
|
# 7
|
|
Visual Question Answering (VQA)
|
IconQA
|
UNITER
|
Reasoning (Mea.)
|
99.38
|
# 2
|
|
Visual Question Answering (VQA)
|
IconQA
|
UNITER
|
Reasoning (Sen.)
|
86.10
|
# 2
|
|
Visual Question Answering (VQA)
|
IconQA
|
UNITER
|
Reasoning (Pro.)
|
87.84
|
# 2
|
|
Visual Question Answering (VQA)
|
IconQA
|
DFAF
|
Sub-tasks (Img.)
|
77.72
|
# 5
|
|
Visual Question Answering (VQA)
|
IconQA
|
DFAF
|
Sub-tasks (Txt.)
|
72.17
|
# 5
|
|
Visual Question Answering (VQA)
|
IconQA
|
DFAF
|
Sub-tasks (Blank)
|
78.28
|
# 5
|
|
Visual Question Answering (VQA)
|
IconQA
|
DFAF
|
Reasoning (Geo.)
|
81.80
|
# 4
|
|
Visual Question Answering (VQA)
|
IconQA
|
DFAF
|
Reasoning (Cou.)
|
70.68
|
# 6
|
|
Visual Question Answering (VQA)
|
IconQA
|
DFAF
|
Reasoning (Com.)
|
81.69
|
# 7
|
|
Visual Question Answering (VQA)
|
IconQA
|
DFAF
|
Reasoning (Spa.)
|
51.42
|
# 5
|
|
Visual Question Answering (VQA)
|
IconQA
|
DFAF
|
Reasoning (Sce.)
|
67.01
|
# 2
|
|
Visual Question Answering (VQA)
|
IconQA
|
DFAF
|
Reasoning (Pat.)
|
56.60
|
# 6
|
|
Visual Question Answering (VQA)
|
IconQA
|
DFAF
|
Reasoning (Tim.)
|
67.72
|
# 7
|
|
Visual Question Answering (VQA)
|
IconQA
|
DFAF
|
Reasoning (Fra.)
|
77.60
|
# 3
|
|
Visual Question Answering (VQA)
|
IconQA
|
DFAF
|
Reasoning (Est.)
|
99.02
|
# 5
|
|
Visual Question Answering (VQA)
|
IconQA
|
DFAF
|
Reasoning (Alg.)
|
50.27
|
# 5
|
|
Visual Question Answering (VQA)
|
IconQA
|
DFAF
|
Reasoning (Mea.)
|
98.83
|
# 6
|
|
Visual Question Answering (VQA)
|
IconQA
|
DFAF
|
Reasoning (Sen.)
|
84.11
|
# 6
|
|
Visual Question Answering (VQA)
|
IconQA
|
DFAF
|
Reasoning (Pro.)
|
85.70
|
# 5
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViT
|
Sub-tasks (Img.)
|
79.15
|
# 3
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViT
|
Sub-tasks (Txt.)
|
72.34
|
# 4
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViT
|
Sub-tasks (Blank)
|
78.92
|
# 3
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViT
|
Reasoning (Geo.)
|
82.60
|
# 2
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViT
|
Reasoning (Cou.)
|
70.84
|
# 5
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViT
|
Reasoning (Com.)
|
82.12
|
# 5
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViT
|
Reasoning (Spa.)
|
54.64
|
# 2
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViT
|
Reasoning (Sce.)
|
68.80
|
# 1
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViT
|
Reasoning (Pat.)
|
58.46
|
# 5
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViT
|
Reasoning (Tim.)
|
68.66
|
# 4
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViT
|
Reasoning (Fra.)
|
77.41
|
# 4
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViT
|
Reasoning (Est.)
|
98.95
|
# 7
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViT
|
Reasoning (Alg.)
|
51.10
|
# 2
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViT
|
Reasoning (Mea.)
|
98.76
|
# 7
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViT
|
Reasoning (Sen.)
|
84.72
|
# 4
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViT
|
Reasoning (Pro.)
|
86.07
|
# 4
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLT
|
Sub-tasks (Img.)
|
79.67
|
# 2
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLT
|
Sub-tasks (Txt.)
|
72.69
|
# 2
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLT
|
Sub-tasks (Blank)
|
79.27
|
# 2
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLT
|
Reasoning (Geo.)
|
82.61
|
# 1
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLT
|
Reasoning (Cou.)
|
71.13
|
# 2
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLT
|
Reasoning (Com.)
|
84.95
|
# 2
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLT
|
Reasoning (Spa.)
|
53.38
|
# 3
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLT
|
Reasoning (Sce.)
|
66.72
|
# 4
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLT
|
Reasoning (Pat.)
|
59.22
|
# 4
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLT
|
Reasoning (Tim.)
|
69.99
|
# 2
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLT
|
Reasoning (Fra.)
|
75.81
|
# 6
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLT
|
Reasoning (Est.)
|
99.02
|
# 5
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLT
|
Reasoning (Alg.)
|
50.55
|
# 4
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLT
|
Reasoning (Mea.)
|
98.91
|
# 5
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLT
|
Reasoning (Sen.)
|
86.10
|
# 2
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLT
|
Reasoning (Pro.)
|
87.65
|
# 3
|
|
Visual Question Answering (VQA)
|
IconQA
|
Q-Only
|
Sub-tasks (Img.)
|
41.64
|
# 11
|
|
Visual Question Answering (VQA)
|
IconQA
|
Q-Only
|
Sub-tasks (Txt.)
|
36.86
|
# 11
|
|
Visual Question Answering (VQA)
|
IconQA
|
Q-Only
|
Sub-tasks (Blank)
|
28.45
|
# 11
|
|
Visual Question Answering (VQA)
|
IconQA
|
Q-Only
|
Reasoning (Geo.)
|
38.03
|
# 11
|
|
Visual Question Answering (VQA)
|
IconQA
|
Q-Only
|
Reasoning (Cou.)
|
33.63
|
# 11
|
|
Visual Question Answering (VQA)
|
IconQA
|
Q-Only
|
Reasoning (Com.)
|
48.19
|
# 10
|
|
Visual Question Answering (VQA)
|
IconQA
|
Q-Only
|
Reasoning (Spa.)
|
37.14
|
# 11
|
|
Visual Question Answering (VQA)
|
IconQA
|
Q-Only
|
Reasoning (Sce.)
|
35.37
|
# 11
|
|
Visual Question Answering (VQA)
|
IconQA
|
Q-Only
|
Reasoning (Pat.)
|
33.66
|
# 12
|
|
Visual Question Answering (VQA)
|
IconQA
|
Q-Only
|
Reasoning (Tim.)
|
48.09
|
# 10
|
|
Visual Question Answering (VQA)
|
IconQA
|
Q-Only
|
Reasoning (Fra.)
|
33.06
|
# 11
|
|
Visual Question Answering (VQA)
|
IconQA
|
Q-Only
|
Reasoning (Est.)
|
40.46
|
# 11
|
|
Visual Question Answering (VQA)
|
IconQA
|
Q-Only
|
Reasoning (Alg.)
|
28.02
|
# 11
|
|
Visual Question Answering (VQA)
|
IconQA
|
Q-Only
|
Reasoning (Mea.)
|
38.07
|
# 11
|
|
Visual Question Answering (VQA)
|
IconQA
|
Q-Only
|
Reasoning (Sen.)
|
45.25
|
# 10
|
|
Visual Question Answering (VQA)
|
IconQA
|
Q-Only
|
Reasoning (Pro.)
|
40.76
|
# 10
|
|
Visual Question Answering (VQA)
|
IconQA
|
BAN
|
Sub-tasks (Img.)
|
76.33
|
# 8
|
|
Visual Question Answering (VQA)
|
IconQA
|
BAN
|
Sub-tasks (Txt.)
|
70.82
|
# 7
|
|
Visual Question Answering (VQA)
|
IconQA
|
BAN
|
Sub-tasks (Blank)
|
75.54
|
# 7
|
|
Visual Question Answering (VQA)
|
IconQA
|
BAN
|
Reasoning (Geo.)
|
79.99
|
# 8
|
|
Visual Question Answering (VQA)
|
IconQA
|
BAN
|
Reasoning (Cou.)
|
67.56
|
# 8
|
|
Visual Question Answering (VQA)
|
IconQA
|
BAN
|
Reasoning (Com.)
|
82.12
|
# 5
|
|
Visual Question Answering (VQA)
|
IconQA
|
BAN
|
Reasoning (Spa.)
|
53.20
|
# 4
|
|
Visual Question Answering (VQA)
|
IconQA
|
BAN
|
Reasoning (Sce.)
|
66.92
|
# 3
|
|
Visual Question Answering (VQA)
|
IconQA
|
BAN
|
Reasoning (Pat.)
|
55.67
|
# 7
|
|
Visual Question Answering (VQA)
|
IconQA
|
BAN
|
Reasoning (Tim.)
|
66.50
|
# 9
|
|
Visual Question Answering (VQA)
|
IconQA
|
BAN
|
Reasoning (Fra.)
|
73.77
|
# 8
|
|
Visual Question Answering (VQA)
|
IconQA
|
BAN
|
Reasoning (Est.)
|
97.06
|
# 9
|
|
Visual Question Answering (VQA)
|
IconQA
|
BAN
|
Reasoning (Alg.)
|
47.46
|
# 8
|
|
Visual Question Answering (VQA)
|
IconQA
|
BAN
|
Reasoning (Mea.)
|
96.50
|
# 9
|
|
Visual Question Answering (VQA)
|
IconQA
|
BAN
|
Reasoning (Sen.)
|
82.12
|
# 8
|
|
Visual Question Answering (VQA)
|
IconQA
|
BAN
|
Reasoning (Pro.)
|
82.45
|
# 8
|
|
Visual Question Answering (VQA)
|
IconQA
|
I-Only
|
Sub-tasks (Img.)
|
41.56
|
# 12
|
|
Visual Question Answering (VQA)
|
IconQA
|
I-Only
|
Sub-tasks (Txt.)
|
36.02
|
# 12
|
|
Visual Question Answering (VQA)
|
IconQA
|
I-Only
|
Sub-tasks (Blank)
|
46.65
|
# 10
|
|
Visual Question Answering (VQA)
|
IconQA
|
I-Only
|
Reasoning (Geo.)
|
38.71
|
# 10
|
|
Visual Question Answering (VQA)
|
IconQA
|
I-Only
|
Reasoning (Cou.)
|
37.64
|
# 10
|
|
Visual Question Answering (VQA)
|
IconQA
|
I-Only
|
Reasoning (Com.)
|
45.26
|
# 11
|
|
Visual Question Answering (VQA)
|
IconQA
|
I-Only
|
Reasoning (Spa.)
|
37.52
|
# 10
|
|
Visual Question Answering (VQA)
|
IconQA
|
I-Only
|
Reasoning (Sce.)
|
35.47
|
# 10
|
|
Visual Question Answering (VQA)
|
IconQA
|
I-Only
|
Reasoning (Pat.)
|
36.29
|
# 10
|
|
Visual Question Answering (VQA)
|
IconQA
|
I-Only
|
Reasoning (Tim.)
|
47.37
|
# 11
|
|
Visual Question Answering (VQA)
|
IconQA
|
I-Only
|
Reasoning (Fra.)
|
32.48
|
# 12
|
|
Visual Question Answering (VQA)
|
IconQA
|
I-Only
|
Reasoning (Est.)
|
62.29
|
# 10
|
|
Visual Question Answering (VQA)
|
IconQA
|
I-Only
|
Reasoning (Alg.)
|
31.73
|
# 10
|
|
Visual Question Answering (VQA)
|
IconQA
|
I-Only
|
Reasoning (Mea.)
|
64.02
|
# 10
|
|
Visual Question Answering (VQA)
|
IconQA
|
I-Only
|
Reasoning (Sen.)
|
45.25
|
# 10
|
|
Visual Question Answering (VQA)
|
IconQA
|
I-Only
|
Reasoning (Pro.)
|
37.51
|
# 12
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLBERT
|
Sub-tasks (Img.)
|
76.66
|
# 7
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLBERT
|
Sub-tasks (Txt.)
|
70.47
|
# 8
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLBERT
|
Sub-tasks (Blank)
|
77.08
|
# 6
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLBERT
|
Reasoning (Geo.)
|
80.05
|
# 7
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLBERT
|
Reasoning (Cou.)
|
71.05
|
# 3
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLBERT
|
Reasoning (Com.)
|
75.60
|
# 9
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLBERT
|
Reasoning (Spa.)
|
49.46
|
# 7
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLBERT
|
Reasoning (Sce.)
|
58.52
|
# 8
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLBERT
|
Reasoning (Pat.)
|
62.78
|
# 2
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLBERT
|
Reasoning (Tim.)
|
66.72
|
# 8
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLBERT
|
Reasoning (Fra.)
|
74.09
|
# 7
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLBERT
|
Reasoning (Est.)
|
99.22
|
# 3
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLBERT
|
Reasoning (Alg.)
|
50.62
|
# 3
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLBERT
|
Reasoning (Mea.)
|
99.07
|
# 3
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLBERT
|
Reasoning (Sen.)
|
81.78
|
# 9
|
|
Visual Question Answering (VQA)
|
IconQA
|
ViLBERT
|
Reasoning (Pro.)
|
70.94
|
# 9
|
|
Visual Question Answering (VQA)
|
IconQA
|
Top-Down
|
Sub-tasks (Img.)
|
75.92
|
# 9
|
|
Visual Question Answering (VQA)
|
IconQA
|
Top-Down
|
Sub-tasks (Txt.)
|
68.51
|
# 9
|
|
Visual Question Answering (VQA)
|
IconQA
|
Top-Down
|
Sub-tasks (Blank)
|
73.03
|
# 9
|
|
Visual Question Answering (VQA)
|
IconQA
|
Top-Down
|
Reasoning (Geo.)
|
80.07
|
# 6
|
|
Visual Question Answering (VQA)
|
IconQA
|
Top-Down
|
Reasoning (Cou.)
|
65.01
|
# 9
|
|
Visual Question Answering (VQA)
|
IconQA
|
Top-Down
|
Reasoning (Com.)
|
80.65
|
# 8
|
|
Visual Question Answering (VQA)
|
IconQA
|
Top-Down
|
Reasoning (Spa.)
|
45.78
|
# 9
|
|
Visual Question Answering (VQA)
|
IconQA
|
Top-Down
|
Reasoning (Sce.)
|
58.22
|
# 9
|
|
Visual Question Answering (VQA)
|
IconQA
|
Top-Down
|
Reasoning (Pat.)
|
55.01
|
# 8
|
|
Visual Question Answering (VQA)
|
IconQA
|
Top-Down
|
Reasoning (Tim.)
|
68.28
|
# 5
|
|
Visual Question Answering (VQA)
|
IconQA
|
Top-Down
|
Reasoning (Fra.)
|
72.43
|
# 9
|
|
Visual Question Answering (VQA)
|
IconQA
|
Top-Down
|
Reasoning (Est.)
|
99.54
|
# 1
|
|
Visual Question Answering (VQA)
|
IconQA
|
Top-Down
|
Reasoning (Alg.)
|
50.00
|
# 6
|
|
Visual Question Answering (VQA)
|
IconQA
|
Top-Down
|
Reasoning (Mea.)
|
99.46
|
# 1
|
|
Visual Question Answering (VQA)
|
IconQA
|
Top-Down
|
Reasoning (Sen.)
|
84.54
|
# 5
|
|
Visual Question Answering (VQA)
|
IconQA
|
Top-Down
|
Reasoning (Pro.)
|
83.75
|
# 7
|
|
Visual Question Answering (VQA)
|
IconQA
|
MCAN
|
Sub-tasks (Img.)
|
77.36
|
# 6
|
|
Visual Question Answering (VQA)
|
IconQA
|
MCAN
|
Sub-tasks (Txt.)
|
71.25
|
# 6
|
|
Visual Question Answering (VQA)
|
IconQA
|
MCAN
|
Sub-tasks (Blank)
|
74.52
|
# 8
|
|
Visual Question Answering (VQA)
|
IconQA
|
MCAN
|
Reasoning (Geo.)
|
79.86
|
# 9
|
|
Visual Question Answering (VQA)
|
IconQA
|
MCAN
|
Reasoning (Cou.)
|
68.94
|
# 7
|
|
Visual Question Answering (VQA)
|
IconQA
|
MCAN
|
Reasoning (Com.)
|
82.73
|
# 4
|
|
Visual Question Answering (VQA)
|
IconQA
|
MCAN
|
Reasoning (Spa.)
|
49.70
|
# 6
|
|
Visual Question Answering (VQA)
|
IconQA
|
MCAN
|
Reasoning (Sce.)
|
62.49
|
# 5
|
|
Visual Question Answering (VQA)
|
IconQA
|
MCAN
|
Reasoning (Pat.)
|
54.79
|
# 9
|
|
Visual Question Answering (VQA)
|
IconQA
|
MCAN
|
Reasoning (Tim.)
|
68.00
|
# 6
|
|
Visual Question Answering (VQA)
|
IconQA
|
MCAN
|
Reasoning (Fra.)
|
76.20
|
# 5
|
|
Visual Question Answering (VQA)
|
IconQA
|
MCAN
|
Reasoning (Est.)
|
99.08
|
# 4
|
|
Visual Question Answering (VQA)
|
IconQA
|
MCAN
|
Reasoning (Alg.)
|
47.32
|
# 9
|
|
Visual Question Answering (VQA)
|
IconQA
|
MCAN
|
Reasoning (Mea.)
|
98.99
|
# 4
|
|
Visual Question Answering (VQA)
|
IconQA
|
MCAN
|
Reasoning (Sen.)
|
83.25
|
# 7
|
|
Visual Question Answering (VQA)
|
IconQA
|
MCAN
|
Reasoning (Pro.)
|
84.87
|
# 6
|
|
Visual Question Answering (VQA)
|
IconQA
|
Random
|
Sub-tasks (Img.)
|
41.70
|
# 10
|
|
Visual Question Answering (VQA)
|
IconQA
|
Random
|
Sub-tasks (Txt.)
|
36.87
|
# 10
|
|
Visual Question Answering (VQA)
|
IconQA
|
Random
|
Sub-tasks (Blank)
|
0.29
|
# 12
|
|
Visual Question Answering (VQA)
|
IconQA
|
Random
|
Reasoning (Geo.)
|
30.30
|
# 12
|
|
Visual Question Answering (VQA)
|
IconQA
|
Random
|
Reasoning (Cou.)
|
18.38
|
# 12
|
|
Visual Question Answering (VQA)
|
IconQA
|
Random
|
Reasoning (Com.)
|
41.20
|
# 12
|
|
Visual Question Answering (VQA)
|
IconQA
|
Random
|
Reasoning (Spa.)
|
36.49
|
# 12
|
|
Visual Question Answering (VQA)
|
IconQA
|
Random
|
Reasoning (Sce.)
|
34.25
|
# 12
|
|
Visual Question Answering (VQA)
|
IconQA
|
Random
|
Reasoning (Pat.)
|
34.81
|
# 11
|
|
Visual Question Answering (VQA)
|
IconQA
|
Random
|
Reasoning (Tim.)
|
35.82
|
# 12
|
|
Visual Question Answering (VQA)
|
IconQA
|
Random
|
Reasoning (Fra.)
|
34.84
|
# 10
|
|
Visual Question Answering (VQA)
|
IconQA
|
Random
|
Reasoning (Est.)
|
3.62
|
# 12
|
|
Visual Question Answering (VQA)
|
IconQA
|
Random
|
Reasoning (Alg.)
|
11.12
|
# 12
|
|
Visual Question Answering (VQA)
|
IconQA
|
Random
|
Reasoning (Mea.)
|
0.36
|
# 12
|
|
Visual Question Answering (VQA)
|
IconQA
|
Random
|
Reasoning (Sen.)
|
45.16
|
# 12
|
|
Visual Question Answering (VQA)
|
IconQA
|
Random
|
Reasoning (Pro.)
|
38.81
|
# 11
|
|