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Models/MCAN

MCAN

Reported on 17 benchmarks across 2 tasks · 2 papers · 1 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Natural Language Processing17 results

Question AnsweringonSQA3D
AnswerExactMatch (Question Answering)· 2019-06-25
43.42
SOTA
Deep Modular Co-Attention Networks for Visual Question Answering arXiv:1906.10770
Visual Question Answering (VQA)onIconQA
Reasoning (Alg.)· 2021-10-25
47.32
best: 56.73 (Patch-TRM)
IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning arXiv:2110.13214
Visual Question Answering (VQA)onIconQA
Reasoning (Com.)· 2021-10-25
82.73
best: 87 (Patch-TRM)
IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning arXiv:2110.13214
Visual Question Answering (VQA)onIconQA
Reasoning (Cou.)· 2021-10-25
68.94
best: 77.81 (Patch-TRM)
IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning arXiv:2110.13214
Visual Question Answering (VQA)onIconQA
Reasoning (Est.)· 2021-10-25
99.08
best: 99.54 (Top-Down)
IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning arXiv:2110.13214
Visual Question Answering (VQA)onIconQA
Reasoning (Fra.)· 2021-10-25
76.2
best: 82.13 (Patch-TRM)
IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning arXiv:2110.13214
Visual Question Answering (VQA)onIconQA
Reasoning (Geo.)· 2021-10-25
79.86
best: 82.61 (ViLT)
IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning arXiv:2110.13214
Visual Question Answering (VQA)onIconQA
Reasoning (Mea.)· 2021-10-25
98.99
best: 99.46 (Top-Down)
IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning arXiv:2110.13214
Visual Question Answering (VQA)onIconQA
Reasoning (Pat.)· 2021-10-25
54.79
best: 68.75 (Patch-TRM)
IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning arXiv:2110.13214
Visual Question Answering (VQA)onIconQA
Reasoning (Pro.)· 2021-10-25
84.87
best: 95.73 (Patch-TRM)
IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning arXiv:2110.13214
Visual Question Answering (VQA)onIconQA
Reasoning (Sce.)· 2021-10-25
62.49
best: 68.8 (ViT)
IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning arXiv:2110.13214
Visual Question Answering (VQA)onIconQA
Reasoning (Sen.)· 2021-10-25
83.25
best: 92.49 (Patch-TRM)
IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning arXiv:2110.13214
Visual Question Answering (VQA)onIconQA
Reasoning (Spa.)· 2021-10-25
49.7
best: 55.62 (Patch-TRM)
IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning arXiv:2110.13214
Visual Question Answering (VQA)onIconQA
Reasoning (Tim.)· 2021-10-25
68
best: 77.98 (Patch-TRM)
IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning arXiv:2110.13214
Visual Question Answering (VQA)onIconQA
Sub-tasks (Blank)· 2021-10-25
74.52
best: 83.62 (Patch-TRM)
IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning arXiv:2110.13214
Visual Question Answering (VQA)onIconQA
Sub-tasks (Img.)· 2021-10-25
77.36
best: 82.66 (Patch-TRM)
IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning arXiv:2110.13214
Visual Question Answering (VQA)onIconQA
Sub-tasks (Txt.)· 2021-10-25
71.25
best: 75.19 (Patch-TRM)
IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning arXiv:2110.13214