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GQA Test2019 Benchmark (Visual Question Answering (VQA))
Visual Question Answering (VQA) is a task in computer vision that involves answering questions about an image. The goal of VQA is to teach machines to understand the content of an image and answer questions about it in natural language.
Image Source: visualqa.org
The archive carries no text for this table; the description above is the archive's text for the task Visual Question Answering (VQA). archive 2025-07-28
Over time archive 2025-07-28
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Direction inferred from the metric name, not from the archive: Accuracy (higher is better). Not inferred (points only, no best-so-far line): Binary, Open, Consistency, Plausibility, Validity, Distribution. Points are placed at the row's paper date; 6 of 127 rows carry one.
Results archive 2025-07-28
Archive rows end at the archive snapshot, 2025-07-28: no result published after that date is in this table. Rank is the archive's row order at that snapshot; not re-ranked here. Metric values are the archive's strings. Column headers sort the table in your browser; each row keeps its archive rank.
| Paper | Code | Ran Syntology | Report | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | human | 89.3 | 91.2 | 87.4 | 98.4 | 97.2 | 98.9 | 0.0 | – | – | – | not matched | report | |
| 2 | DREAM+Unicoder-VL (MSRA) | 76.04 | 84.46 | 68.6 | 91.47 | 83.75 | 96.42 | 3.68 | – | – | – | not matched | report | |
| 3 | TRRNet (Ensemble) | 74.03 | 82.12 | 66.89 | 89.0 | 83.58 | 96.76 | 1.29 | – | – | – | not matched | report | |
| 4 | MIL-nbgao | 73.81 | 80.8 | 67.64 | 91.76 | 83.9 | 96.73 | 1.7 | – | – | – | not matched | report | |
| 5 | Kakao Brain | 73.33 | 79.68 | 67.73 | 77.02 | 83.7 | 96.36 | 2.46 | – | – | – | not matched | report | |
| 6 | Coarse-to-Fine Reasoning, Single Model | 72.14 | 81.16 | 64.19 | 90.96 | 84.81 | 96.77 | 2.39 | – | – | – | not matched | report | |
| 7 | 270 | 70.23 | 77.5 | 63.82 | 86.94 | 83.77 | 96.65 | 1.49 | – | – | – | not matched | report | |
| 8 | NSM ensemble (updated) | 67.55 | 80.45 | 56.16 | 93.83 | 84.16 | 96.53 | 2.78 | – | – | – | not matched | report | |
| 9 | VinVL-DPT | 64.92 | 82.63 | 49.29 | 94.37 | 84.91 | 96.64 | 5.11 | – | – | – | not matched | report | |
| 10 | VinVL+L | 64.85 | 82.59 | 49.19 | 94.0 | 84.91 | 96.62 | 4.59 | – | Paper | Code | 2023 | linked, not harvested | report |
| 11 | Single Model | 64.65 | 82.63 | 48.77 | 94.35 | 84.98 | 96.62 | 4.72 | – | Paper | Code | 2021 | 2 of 2 ran · 0 unverified | report |
| 12 | Wayne | 63.94 | 80.84 | 49.03 | 91.54 | 84.74 | 96.56 | 4.69 | – | – | – | not matched | report | |
| 13 | Single | 63.2 | 77.91 | 50.22 | 89.84 | 85.15 | 96.47 | 5.25 | – | – | – | not matched | report | |
| 14 | NSM single (updated) | 63.17 | 78.94 | 49.25 | 93.25 | 84.28 | 96.41 | 3.71 | – | – | – | not matched | report | |
| 15 | LXR955, Ensemble | 62.71 | 79.79 | 47.64 | 93.1 | 85.21 | 96.36 | 6.42 | – | Paper | Code | 2019 | 4 of 15 ran · 11 unverified | report |
| 16 | MDETR | 62.45 | 80.91 | 46.15 | 93.95 | 84.15 | 96.33 | 5.36 | – | – | – | not matched | report | |
| 17 | 1-gqa | 62.44 | 80.28 | 46.69 | 94.36 | 84.91 | 96.46 | 5.33 | – | – | – | not matched | report | |
| 18 | UCM | 61.49 | 78.4 | 46.56 | 88.68 | 84.85 | 96.33 | 5.7 | – | – | – | not matched | report | |
| 19 | GRN | 61.22 | 78.69 | 45.81 | 90.31 | 85.43 | 96.36 | 6.77 | – | Paper | – | 2019 | no code linked | report |
| 20 | lxmert-adv-txt | 61.12 | 78.07 | 46.16 | 91.13 | 84.8 | 96.36 | 5.55 | – | – | – | not matched | report | |
| 21 | lxmert-adv-txt | 61.1 | 77.99 | 46.19 | 91.08 | 84.82 | 96.36 | 5.52 | – | – | – | not matched | report | |
| 22 | MSM@MSRA | 61.09 | 77.84 | 46.3 | 88.92 | 85.49 | 96.43 | 5.68 | – | – | – | not matched | report | |
| 23 | mlmbert | 61.05 | 78.02 | 46.06 | 89.77 | 84.95 | 96.5 | 5.24 | – | – | – | not matched | report | |
| 24 | fisher | 60.98 | 77.32 | 46.55 | 90.77 | 84.93 | 96.38 | 5.36 | – | – | – | not matched | report | |
| 25 | ckpt 19 exp 90 | 60.95 | 78.41 | 45.54 | 89.08 | 84.27 | 96.35 | 4.86 | – | – | – | not matched | report | |
| 26 | 45 | 60.93 | 77.83 | 46.01 | 90.3 | 84.69 | 96.35 | 5.74 | – | – | – | not matched | report | |
| 27 | IQA (single) | 60.89 | 78.07 | 45.73 | 93.02 | 84.05 | 96.0 | 5.31 | – | – | – | not matched | report | |
| 28 | Ensemble10 | 60.87 | 79.12 | 44.76 | 92.61 | 85.63 | 96.35 | 8.56 | – | – | – | not matched | report | |
| 29 | Meta Module, Single | 60.83 | 78.9 | 44.89 | 92.49 | 84.55 | 96.19 | 5.54 | – | – | – | not matched | report | |
| 30 | xpj | 60.7 | 77.41 | 45.96 | 89.65 | 84.55 | 96.37 | 6.09 | – | – | – | not matched | report | |
| 31 | fbe20v3.json | 60.67 | 78.02 | 45.36 | 89.81 | 84.84 | 96.31 | 6.41 | – | – | – | not matched | report | |
| 32 | LININ | 60.59 | 78.44 | 44.83 | 92.66 | 85.38 | 96.57 | 7.28 | – | – | – | not matched | report | |
| 33 | prompt IMT-16 | 60.51 | 76.87 | 46.06 | 88.2 | 85.19 | 96.15 | 8.48 | – | – | – | not matched | report | |
| 34 | vv69 | 60.42 | 77.12 | 45.68 | 89.69 | 84.56 | 96.35 | 6.03 | – | – | – | not matched | report | |
| 35 | bert_v1 | 60.37 | 77.09 | 45.61 | 89.77 | 84.56 | 96.22 | 6.43 | – | – | – | not matched | report | |
| 36 | LXR955, Single Model | 60.33 | 77.16 | 45.47 | 89.59 | 84.53 | 96.35 | 5.69 | – | Paper | Code | 2019 | 4 of 15 ran · 11 unverified | report |
| 37 | IIE_Morningstar | 60.28 | 77.13 | 45.41 | 89.47 | 84.45 | 96.33 | 5.38 | – | – | – | not matched | report | |
| 38 | full_nsp_ft_results_submit_predict.json | 60.27 | 76.99 | 45.51 | 90.16 | 84.49 | 96.31 | 5.39 | – | – | – | not matched | report | |
| 39 | TESTOVQA007 | 60.18 | 76.97 | 45.36 | 89.65 | 84.47 | 96.33 | 5.29 | – | – | – | not matched | report | |
| 40 | test gqa | 60.18 | 76.84 | 45.48 | 89.77 | 84.6 | 96.37 | 5.65 | – | – | – | not matched | report | |
| 41 | Future_Test_team | 60.17 | 77.19 | 45.14 | 89.61 | 84.46 | 96.36 | 5.83 | – | – | – | not matched | report | |
| 42 | tmp | 60.14 | 77.15 | 45.12 | 89.58 | 84.47 | 96.36 | 5.81 | – | – | – | not matched | report | |
| 43 | Inspur | 60.07 | 76.84 | 45.27 | 89.32 | 84.55 | 96.35 | 6.21 | – | – | – | not matched | report | |
| 44 | full_nsp_mlm_ft_joint_results_submit_predict.json | 60.02 | 76.37 | 45.59 | 90.05 | 84.34 | 96.29 | 5.63 | – | – | – | not matched | report | |
| 45 | SSRP | 60.01 | 76.77 | 45.21 | 89.17 | 84.46 | 96.35 | 6.28 | – | – | – | not matched | report | |
| 46 | Musan | 59.93 | 79.09 | 43.02 | 93.72 | 85.92 | 96.41 | 10.1 | – | – | – | not matched | report | |
| 47 | gaochongyang9 | 59.84 | 76.79 | 44.89 | 89.52 | 84.72 | 96.2 | 6.06 | – | – | – | not matched | report | |
| 48 | PVR | 59.81 | 78.02 | 43.75 | 91.43 | 84.77 | 96.5 | 6.0 | – | – | – | not matched | report | |
| 49 | BgTest | 59.8 | 76.74 | 44.85 | 89.14 | 84.2 | 96.23 | 5.11 | – | – | – | not matched | report | |
| 50 | DAM | 59.72 | 77.97 | 43.61 | 89.43 | 84.89 | 96.55 | 6.25 | – | – | – | not matched | report | |
| 51 | DL16 | 59.54 | 77.98 | 43.26 | 89.21 | 84.94 | 96.24 | 6.01 | – | – | – | not matched | report | |
| 52 | mcmi | 59.43 | 77.11 | 43.82 | 89.05 | 84.94 | 96.56 | 6.39 | – | – | – | not matched | report | |
| 53 | rishabh_test | 59.37 | 77.53 | 43.35 | 88.63 | 84.71 | 96.18 | 6.06 | – | – | – | not matched | report | |
| 54 | UNITER + MAC + Graph Networks | 59.29 | 77.31 | 43.38 | 88.94 | 84.43 | 96.3 | 5.8 | – | – | – | not matched | report | |
| 55 | LXMERT-S | 59.12 | 76.69 | 43.6 | 88.9 | 84.78 | 96.43 | 5.6 | – | – | – | not matched | report | |
| 56 | QGCRGN | 59.06 | 76.07 | 44.04 | 89.81 | 82.76 | 93.82 | 6.14 | – | – | – | not matched | report | |
| 57 | gbert1 | 58.91 | 76.08 | 43.75 | 89.52 | 84.52 | 96.18 | 6.93 | – | – | – | not matched | report | |
| 58 | glimple_all | 58.88 | 75.07 | 44.58 | 84.64 | 84.86 | 96.23 | 5.54 | – | – | – | not matched | report | |
| 59 | ours-4-gqa_el_tag_v4__pretrain_rel_tag_dist_tc_v7_checkpoint-47-157510-best-4.json | 58.72 | 76.4 | 43.11 | 89.58 | 84.68 | 96.21 | 6.58 | – | – | – | not matched | report | |
| 60 | Partial-MSP | 58.42 | 77.39 | 41.67 | 90.29 | 84.53 | 95.57 | 7.86 | – | – | – | not matched | report | |
| 61 | UCAS-SARI | 58.2 | 75.91 | 42.57 | 88.25 | 84.72 | 96.08 | 5.81 | – | – | – | not matched | report | |
| 62 | stu09e | 58.12 | 76.39 | 42.0 | 88.01 | 84.8 | 96.06 | 5.65 | – | – | – | not matched | report | |
| 63 | happyTeam | 58.06 | 76.6 | 41.7 | 90.96 | 85.27 | 96.31 | 7.6 | – | – | – | not matched | report | |
| 64 | graphRepresentation， Single | 57.89 | 74.54 | 43.19 | 85.45 | 84.99 | 96.4 | 5.73 | – | – | – | not matched | report | |
| 65 | VqaStar-UCAS-SARI | 57.79 | 75.37 | 42.26 | 88.3 | 84.85 | 96.11 | 5.65 | – | – | – | not matched | report | |
| 66 | REX | 57.77 | 75.78 | 41.86 | 86.85 | 84.97 | 96.44 | 5.36 | – | – | – | not matched | report | |
| 67 | MLVQA (single) | 57.65 | 75.22 | 42.14 | 87.35 | 84.73 | 96.18 | 5.48 | – | – | – | not matched | report | |
| 68 | rsa-14word | 57.35 | 75.07 | 41.71 | 87.61 | 84.5 | 95.86 | 5.94 | – | – | – | not matched | report | |
| 69 | result_run_2647872_epoch11 | 57.21 | 74.46 | 41.99 | 87.6 | 84.87 | 96.2 | 5.6 | – | – | – | not matched | report | |
| 70 | DeeTee | 57.14 | 75.07 | 41.31 | 87.36 | 84.49 | 95.87 | 5.29 | – | – | – | not matched | report | |
| 71 | BAN | 57.1 | 76.0 | 40.41 | 91.7 | 85.58 | 96.16 | 10.52 | – | – | – | not matched | report | |
| 72 | LCGN | 57.07 | 73.77 | 42.33 | 84.68 | 84.81 | 96.48 | 4.7 | – | – | – | not matched | report | |
| 73 | RSN (Single Model) | 57.01 | 74.78 | 41.32 | 87.74 | 84.25 | 96.03 | 6.06 | – | – | – | not matched | report | |
| 74 | GM6_9_2_train | 56.96 | 74.97 | 41.06 | 85.12 | 84.85 | 96.38 | 7.13 | – | – | – | not matched | report | |
| 75 | wcf-fight | 56.95 | 75.01 | 41.02 | 90.49 | 85.46 | 96.37 | 9.5 | – | – | – | not matched | report | |
| 76 | total14 | 56.95 | 74.62 | 41.36 | 87.71 | 84.57 | 95.98 | 5.81 | – | – | – | not matched | report | |
| 77 | Testify | 56.65 | 73.65 | 41.64 | 84.35 | 84.37 | 95.94 | 6.07 | – | – | – | not matched | report | |
| 78 | F205 | 56.59 | 73.0 | 42.11 | 84.7 | 84.86 | 96.4 | 4.68 | – | – | – | not matched | report | |
| 79 | Feb_ft2_mergeadd_weightalllstm_picklocw_box5_prep | 56.38 | 74.84 | 40.09 | 91.71 | 83.76 | 95.43 | 6.32 | – | – | – | not matched | report | |
| 80 | MMT-VQA | 56.28 | 73.73 | 40.87 | 86.86 | 84.2 | 96.01 | 5.78 | – | – | – | not matched | report | |
| 81 | IWantADonut | 56.18 | 72.84 | 41.47 | 85.46 | 84.04 | 96.18 | 5.42 | – | – | – | not matched | report | |
| 82 | GIN | 56.16 | 73.56 | 40.8 | 84.99 | 84.83 | 96.4 | 5.87 | – | – | – | not matched | report | |
| 83 | LOGNet+VLR | 56.11 | 72.65 | 41.52 | 85.51 | 84.36 | 96.25 | 5.42 | – | – | – | not matched | report | |
| 84 | Improved SNMN | 56.09 | 73.4 | 40.82 | 85.11 | 84.79 | 96.37 | 5.14 | – | – | – | not matched | report | |
| 85 | ST_VQA | 56.0 | 73.9 | 40.2 | 87.16 | 84.45 | 96.01 | 6.02 | – | – | – | not matched | report | |
| 86 | RD | 55.93 | 71.81 | 41.93 | 83.2 | 85.09 | 96.01 | 6.05 | – | – | – | not matched | report | |
| 87 | Deepblue_Semantics | 55.7 | 72.88 | 40.53 | 83.52 | 84.81 | 96.39 | 5.32 | – | – | – | not matched | report | |
| 88 | LW | 55.65 | 72.86 | 40.46 | 89.18 | 85.27 | 96.33 | 9.69 | – | – | – | not matched | report | |
| 89 | RSN (Single Model)_v6 | 55.57 | 72.39 | 40.74 | 83.32 | 84.24 | 96.15 | 10.18 | – | – | – | not matched | report | |
| 90 | nogg | 55.41 | 72.87 | 39.99 | 83.06 | 84.74 | 96.35 | 5.48 | – | – | – | not matched | report | |
| 91 | abc_test | 55.35 | 72.65 | 40.08 | 84.17 | 84.56 | 96.32 | 5.22 | – | – | – | not matched | report | |
| 92 | KU | 55.0 | 72.09 | 39.92 | 83.47 | 84.66 | 96.34 | 5.29 | – | – | – | not matched | report | |
| 93 | Eden_test | 54.94 | 71.7 | 40.14 | 82.71 | 84.78 | 96.4 | 5.1 | – | – | – | not matched | report | |
| 94 | HDU_ZWF | 54.79 | 72.42 | 39.23 | 86.1 | 84.55 | 95.92 | 6.01 | – | – | – | not matched | report | |
| 95 | vips | 54.15 | 69.3 | 40.79 | 82.36 | 85.15 | 95.99 | 5.41 | – | – | – | not matched | report | |
| 96 | MAC | 54.06 | 71.23 | 38.91 | 81.59 | 84.48 | 96.16 | 5.34 | – | – | – | not matched | report | |
| 97 | 5TMT-qe+o | 53.89 | 72.52 | 37.44 | 87.47 | 85.05 | 96.39 | 8.66 | – | – | – | not matched | report | |
| 98 | ZhaoLab | 53.85 | 68.44 | 40.97 | 80.2 | 85.19 | 96.28 | 5.84 | – | – | – | not matched | report | |
| 99 | test | 53.57 | 70.15 | 38.94 | 81.14 | 84.67 | 96.36 | 5.32 | – | – | – | not matched | report | |
| 100 | Sorbonne | 53.31 | 70.41 | 38.23 | 80.33 | 84.32 | 95.99 | 6.4 | – | – | – | not matched | report | |
| 101 | UJCNN | 52.3 | 68.46 | 38.04 | 84.36 | 85.2 | 96.2 | 12.54 | – | – | – | not matched | report | |
| 102 | MJ | 52.19 | 69.15 | 37.22 | 78.34 | 83.44 | 95.45 | 5.69 | – | – | – | not matched | report | |
| 103 | mac_qin | 52.02 | 67.35 | 38.5 | 80.44 | 83.94 | 95.75 | 5.64 | – | – | – | not matched | report | |
| 104 | Mithrandir | 51.87 | 67.99 | 37.64 | 80.2 | 84.35 | 96.25 | 6.77 | – | – | – | not matched | report | |
| 105 | happy | 51.51 | 67.82 | 37.11 | 79.7 | 83.69 | 95.82 | 6.16 | – | – | – | not matched | report | |
| 106 | Space Cat | 51.22 | 69.36 | 35.2 | 82.44 | 83.82 | 96.12 | 6.45 | – | – | – | not matched | report | |
| 107 | BottomUp | 49.74 | 66.64 | 34.83 | 78.71 | 84.57 | 96.18 | 5.98 | – | Paper | Code | 2017 | 9 of 9 ran · 0 unverified | report |
| 108 | RAM_BUGGY | 49.28 | 67.59 | 33.12 | 83.68 | 83.41 | 94.95 | 14.28 | – | – | – | not matched | report | |
| 109 | sparsemax15 | 49.27 | 66.57 | 34.0 | 78.51 | 84.58 | 95.78 | 6.91 | – | – | – | not matched | report | |
| 110 | mfb+bert | 48.97 | 63.85 | 35.83 | 83.85 | 83.93 | 95.62 | 13.72 | – | – | – | not matched | report | |
| 111 | RES | 48.44 | 65.02 | 33.81 | 81.19 | 85.29 | 96.15 | 17.79 | – | – | – | not matched | report | |
| 112 | LAS | 47.72 | 66.28 | 31.34 | 84.16 | 84.52 | 95.45 | 19.05 | – | – | – | not matched | report | |
| 113 | test | 47.38 | 58.76 | 37.34 | 73.71 | 81.75 | 94.55 | 6.29 | – | – | – | not matched | report | |
| 114 | LSTM+CNN | 46.55 | 63.26 | 31.8 | 74.57 | 84.25 | 96.02 | 7.46 | – | – | – | not matched | report | |
| 115 | 113 | 45.86 | 64.74 | 29.2 | 70.57 | 86.13 | 96.61 | 8.38 | – | – | – | not matched | report | |
| 116 | Ediburgh-Mila-UCLA | 44.06 | 57.57 | 32.13 | 38.18 | 75.19 | 85.94 | 8.35 | – | – | – | not matched | report | |
| 117 | bear | 43.84 | 59.24 | 30.24 | 67.71 | 84.01 | 95.32 | 10.99 | – | – | – | not matched | report | |
| 118 | CHAIR | 42.75 | 61.21 | 26.45 | 63.51 | 84.2 | 95.99 | 7.63 | – | – | – | not matched | report | |
| 119 | MReaL | 41.63 | 55.12 | 29.73 | 82.21 | 77.4 | 92.27 | 13.01 | – | – | – | not matched | report | |
| 120 | LSTM | 41.07 | 61.9 | 22.69 | 68.68 | 87.3 | 96.39 | 17.93 | – | – | – | not matched | report | |
| 121 | Academia Sinica | 40.3 | 61.18 | 21.88 | 74.11 | 86.13 | 96.14 | 40.44 | – | – | – | not matched | report | |
| 122 | Fj | 37.03 | 56.61 | 19.74 | 63.96 | 85.12 | 95.76 | 28.4 | – | – | – | not matched | report | |
| 123 | Mycsulb | 36.75 | 55.24 | 20.44 | 69.93 | 84.13 | 95.1 | 40.84 | – | – | – | not matched | report | |
| 124 | LocalPrior | 31.24 | 47.9 | 16.66 | 54.04 | 84.31 | 84.33 | 13.98 | – | – | – | not matched | report | |
| 125 | GlobalPrior | 28.9 | 42.94 | 16.62 | 51.69 | 74.81 | 88.86 | 93.08 | – | – | – | not matched | report | |
| 126 | muc_ai | 26.45 | 45.69 | 9.47 | 55.23 | 50.93 | 60.81 | 11.49 | – | – | – | not matched | report | |
| 127 | CNN | 17.82 | 36.05 | 1.74 | 62.4 | 34.84 | 35.78 | 19.99 | – | – | – | not matched | report |
All 127 rows shown. 6 link to a paper page on this site; 0 are marked as using additional training data in the archive. No GitHub stars are tracked; "Code" is the first repository the archive lists for the row. The archive carries no row tags, review links or community-submitted rows for this table; none are shown. archive 2025-07-28
Syntology Ran reads "N of M ran · U unverified": of the M code samples Syntology harvested from repositories linked to that row's paper (joined by arXiv id), N executed on a synthesized input and the other U = M−N are unverified (harvested, no recorded run). It counts code from repositories linked to that row's paper, not this result: the row's number was not reproduced and nothing here is a correctness claim. The other cell texts mean no graph line for the row: "linked, not harvested" (the archive links code, Syntology has not harvested it), "no code linked" (no code link in the archive), "not matched" (the row's paper URL matched no paper on this site). 4 rows have a graph line, from 3 distinct papers; 4 rows (3 papers) have at least one sample that ran. Counting each paper once: Syntology ran 15 of 26 samples; 11 unverified. Separately, 10 of those 26 are pointer-only (licence): the site points at that code rather than redistributing it, a licence property recorded for ran and unverified samples alike; each cell's tooltip carries the row's own pointer-only count. Read from the graph 2026-09-24. Per-sample status is on the paper page.
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