{"url":"/dataset/dvqa","name":"DVQA","full_name":"Data Visualizations via Question Answering","description_markdown":"DVQA is a synthetic question-answering dataset on images of bar-charts.","description_withheld":null,"homepage":"https://kushalkafle.com/projects/dvqa.html","introduced_date":null,"introduced_date_note":null,"introduced_by":{"paper":"/paper/dvqa-understanding-data-visualizations-via","title":"DVQA: Understanding Data Visualizations via Question Answering","first_author":"Kushal Kafle","url":null},"license":{"name":"Attribution-NonCommercial 4.0 International","url":"https://github.com/kushalkafle/DVQA_dataset/blob/master/LICENCE"},"modalities":[{"name":"Images","url":"/datasets/modality/images"},{"name":"Texts","url":"/datasets/modality/texts"}],"tasks":[{"name":"Object Detection","url":"/task/object-detection","datasets_with_task":"/datasets/task/object-detection"},{"name":"Question Answering","url":"/task/question-answering","datasets_with_task":"/datasets/task/question-answering"},{"name":"Visual Question Answering (VQA)","url":"/task/visual-question-answering","datasets_with_task":"/datasets/task/visual-question-answering"},{"name":"Chart Question Answering","url":"/task/chart-question-answering","datasets_with_task":"/datasets/task/chart-question-answering"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["DVQA","DVQA test-familiar"],"data_loaders":[],"num_papers_in_archive":49,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/visual-question-answering-vqa-on-dvqa-test","task":"Visual Question Answering (VQA)","dataset_variant":"DVQA test-familiar","rows":1,"metrics":["1:1 Accuracy"],"first_row_in_archive_order":{"model":"PReFIL (Oracle OCR)","paper":"/paper/answering-questions-about-data-visualizations","metrics":{"1:1 Accuracy":"96.37"},"code_links":[{"title":"kushalkafle/PREFIL","url":"https://github.com/kushalkafle/PREFIL"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/answering-questions-about-data-visualizations","title":"Answering Questions about Data Visualizations using Efficient Bimodal Fusion","date":"2019-08-05","rows_on_this_dataset":1,"code_links":1,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}