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