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InfographicVQA

Introduced by Minesh Mathew et al. in InfographicVQA26 Apr 2021 archive 2025-07-28

InfographicVQA is a dataset that comprises a diverse collection of infographics along with natural language questions and answers annotations. The collected questions require methods to jointly reason over the document layout, textual content, graphical elements, and data visualizations. We curate the dataset with emphasis on questions that require elementary reasoning and basic arithmetic skills.

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Visual Question Answering (VQA) InfographicVQA Gemini Ultra (pixel only) ANLS 80.3 Gemini: A Family of Highly Capable Multimodal Models valdecy/pybibx 21 Compare

Papers archive 2025-07-28

13 shown of 13 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 52. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
LAPDoc: Layout-Aware Prompting for Documents 0 1 15 Feb 2024 not harvested
ScreenAI: A Vision-Language Model for UI and Infographics Understanding 2 1 7 Feb 2024 not harvested
Gemini: A Family of Highly Capable Multimodal Models 1 1 19 Dec 2023 not harvested
Omni-SMoLA: Boosting Generalist Multimodal Models with Soft Mixture of Low-rank Experts 0 2 1 Dec 2023 not harvested
PaLI-3 Vision Language Models: Smaller, Faster, Stronger 1 2 13 Oct 2023 ran 3 of 3 samples (0 unverified)
DocFormerv2: Local Features for Document Understanding 1 1 2 Jun 2023 not harvested
Layout and Task Aware Instruction Prompt for Zero-shot Document Image Question Answering 3 2 1 Jun 2023 ran 1 of 10 samples (9 unverified)
PaLI-X: On Scaling up a Multilingual Vision and Language Model 2 3 29 May 2023 ran 6 of 7 samples (1 unverified)
DUBLIN -- Document Understanding By Language-Image Network 0 2 23 May 2023 not harvested
MatCha: Enhancing Visual Language Pretraining with Math Reasoning and Chart Derendering 1 1 19 Dec 2022 not harvested
Unifying Vision, Text, and Layout for Universal Document Processing 5 2 5 Dec 2022 ran 4 of 17 samples (13 unverified; 3 pointer-only for licence)
Pix2Struct: Screenshot Parsing as Pretraining for Visual Language Understanding 4 2 7 Oct 2022 ran 0 of 5 samples (5 unverified)
Going Full-TILT Boogie on Document Understanding with Text-Image-Layout Transformer 1 1 18 Feb 2021 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Visual Question Answering (VQA)

License archive 2025-07-28

Unknown

Modalities archive 2025-07-28

ImagesTexts

Languages archive 2025-07-28

English

Variants archive 2025-07-28

  • InfographicVQA

1 variant name, as the archive lists them.

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