← Visual Question Answering (VQA)

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아카이브 평가 12건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
Patch-TRM	Sub-tasks (Img.) 82.66 Sub-tasks (Txt.) 75.19 Sub-tasks (Blank) 83.62 Reasoning (Geo.) 81.87 Reasoning (Cou.) 77.81 Reasoning (Com.) 87.00 Reasoning (Spa.) 55.62 Reasoning (Sce.) 62.39 Reasoning (Pat.) 68.75 Reasoning (Tim.) 77.98 Reasoning (Fra.) 82.13 Reasoning (Est.) 98.24 Reasoning (Alg.) 56.73 Reasoning (Mea.) 97.98 Reasoning (Sen.) 92.49 Reasoning (Pro.) 95.73	IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning 2021-10-25	코드 1
ViLT	Sub-tasks (Img.) 79.67 Sub-tasks (Txt.) 72.69 Sub-tasks (Blank) 79.27 Reasoning (Geo.) 82.61 Reasoning (Cou.) 71.13 Reasoning (Com.) 84.95 Reasoning (Spa.) 53.38 Reasoning (Sce.) 66.72 Reasoning (Pat.) 59.22 Reasoning (Tim.) 69.99 Reasoning (Fra.) 75.81 Reasoning (Est.) 99.02 Reasoning (Alg.) 50.55 Reasoning (Mea.) 98.91 Reasoning (Sen.) 86.10 Reasoning (Pro.) 87.65	IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning 2021-10-25	코드 1
ViT	Sub-tasks (Img.) 79.15 Sub-tasks (Txt.) 72.34 Sub-tasks (Blank) 78.92 Reasoning (Geo.) 82.60 Reasoning (Cou.) 70.84 Reasoning (Com.) 82.12 Reasoning (Spa.) 54.64 Reasoning (Sce.) 68.80 Reasoning (Pat.) 58.46 Reasoning (Tim.) 68.66 Reasoning (Fra.) 77.41 Reasoning (Est.) 98.95 Reasoning (Alg.) 51.10 Reasoning (Mea.) 98.76 Reasoning (Sen.) 84.72 Reasoning (Pro.) 86.07	IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning 2021-10-25	코드 1
UNITER	Sub-tasks (Img.) 78.71 Sub-tasks (Txt.) 72.39 Sub-tasks (Blank) 78.53 Reasoning (Geo.) 81.31 Reasoning (Cou.) 71.01 Reasoning (Com.) 83.67 Reasoning (Spa.) 48.34 Reasoning (Sce.) 61.25 Reasoning (Pat.) 60.81 Reasoning (Tim.) 69.77 Reasoning (Fra.) 78.37 Reasoning (Est.) 99.41 Reasoning (Alg.) 49.18 Reasoning (Mea.) 99.38 Reasoning (Sen.) 86.10 Reasoning (Pro.) 87.84	IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning 2021-10-25	코드 1
DFAF	Sub-tasks (Img.) 77.72 Sub-tasks (Txt.) 72.17 Sub-tasks (Blank) 78.28 Reasoning (Geo.) 81.80 Reasoning (Cou.) 70.68 Reasoning (Com.) 81.69 Reasoning (Spa.) 51.42 Reasoning (Sce.) 67.01 Reasoning (Pat.) 56.60 Reasoning (Tim.) 67.72 Reasoning (Fra.) 77.60 Reasoning (Est.) 99.02 Reasoning (Alg.) 50.27 Reasoning (Mea.) 98.83 Reasoning (Sen.) 84.11 Reasoning (Pro.) 85.70	IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning 2021-10-25	코드 1
MCAN	Sub-tasks (Img.) 77.36 Sub-tasks (Txt.) 71.25 Sub-tasks (Blank) 74.52 Reasoning (Geo.) 79.86 Reasoning (Cou.) 68.94 Reasoning (Com.) 82.73 Reasoning (Spa.) 49.70 Reasoning (Sce.) 62.49 Reasoning (Pat.) 54.79 Reasoning (Tim.) 68.00 Reasoning (Fra.) 76.20 Reasoning (Est.) 99.08 Reasoning (Alg.) 47.32 Reasoning (Mea.) 98.99 Reasoning (Sen.) 83.25 Reasoning (Pro.) 84.87	IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning 2021-10-25	코드 1
ViLBERT	Sub-tasks (Img.) 76.66 Sub-tasks (Txt.) 70.47 Sub-tasks (Blank) 77.08 Reasoning (Geo.) 80.05 Reasoning (Cou.) 71.05 Reasoning (Com.) 75.60 Reasoning (Spa.) 49.46 Reasoning (Sce.) 58.52 Reasoning (Pat.) 62.78 Reasoning (Tim.) 66.72 Reasoning (Fra.) 74.09 Reasoning (Est.) 99.22 Reasoning (Alg.) 50.62 Reasoning (Mea.) 99.07 Reasoning (Sen.) 81.78 Reasoning (Pro.) 70.94	IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning 2021-10-25	코드 1
BAN	Sub-tasks (Img.) 76.33 Sub-tasks (Txt.) 70.82 Sub-tasks (Blank) 75.54 Reasoning (Geo.) 79.99 Reasoning (Cou.) 67.56 Reasoning (Com.) 82.12 Reasoning (Spa.) 53.20 Reasoning (Sce.) 66.92 Reasoning (Pat.) 55.67 Reasoning (Tim.) 66.50 Reasoning (Fra.) 73.77 Reasoning (Est.) 97.06 Reasoning (Alg.) 47.46 Reasoning (Mea.) 96.50 Reasoning (Sen.) 82.12 Reasoning (Pro.) 82.45	IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning 2021-10-25	코드 1
Top-Down	Sub-tasks (Img.) 75.92 Sub-tasks (Txt.) 68.51 Sub-tasks (Blank) 73.03 Reasoning (Geo.) 80.07 Reasoning (Cou.) 65.01 Reasoning (Com.) 80.65 Reasoning (Spa.) 45.78 Reasoning (Sce.) 58.22 Reasoning (Pat.) 55.01 Reasoning (Tim.) 68.28 Reasoning (Fra.) 72.43 Reasoning (Est.) 99.54 Reasoning (Alg.) 50.00 Reasoning (Mea.) 99.46 Reasoning (Sen.) 84.54 Reasoning (Pro.) 83.75	IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning 2021-10-25	코드 1
Random	Sub-tasks (Img.) 41.70 Sub-tasks (Txt.) 36.87 Sub-tasks (Blank) 0.29 Reasoning (Geo.) 30.30 Reasoning (Cou.) 18.38 Reasoning (Com.) 41.20 Reasoning (Spa.) 36.49 Reasoning (Sce.) 34.25 Reasoning (Pat.) 34.81 Reasoning (Tim.) 35.82 Reasoning (Fra.) 34.84 Reasoning (Est.) 3.62 Reasoning (Alg.) 11.12 Reasoning (Mea.) 0.36 Reasoning (Sen.) 45.16 Reasoning (Pro.) 38.81	IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning 2021-10-25	코드 1
Q-Only	Sub-tasks (Img.) 41.64 Sub-tasks (Txt.) 36.86 Sub-tasks (Blank) 28.45 Reasoning (Geo.) 38.03 Reasoning (Cou.) 33.63 Reasoning (Com.) 48.19 Reasoning (Spa.) 37.14 Reasoning (Sce.) 35.37 Reasoning (Pat.) 33.66 Reasoning (Tim.) 48.09 Reasoning (Fra.) 33.06 Reasoning (Est.) 40.46 Reasoning (Alg.) 28.02 Reasoning (Mea.) 38.07 Reasoning (Sen.) 45.25 Reasoning (Pro.) 40.76	IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning 2021-10-25	코드 1
I-Only	Sub-tasks (Img.) 41.56 Sub-tasks (Txt.) 36.02 Sub-tasks (Blank) 46.65 Reasoning (Geo.) 38.71 Reasoning (Cou.) 37.64 Reasoning (Com.) 45.26 Reasoning (Spa.) 37.52 Reasoning (Sce.) 35.47 Reasoning (Pat.) 36.29 Reasoning (Tim.) 47.37 Reasoning (Fra.) 32.48 Reasoning (Est.) 62.29 Reasoning (Alg.) 31.73 Reasoning (Mea.) 64.02 Reasoning (Sen.) 45.25 Reasoning (Pro.) 37.51	IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning 2021-10-25	코드 1