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Dataset Card for "FUNSD"

Dataset Description

Dataset Summary

The FUNSD dataset, with one difference compared to the original dataset, each document image is resized to 224x224.

The FUNSD dataset is a collection of annotated forms.

This dataset loading script is taken from the official LayoutLMv2 implementation, and updated to not include any Detectron2 dependencies.

Supported Tasks and Leaderboards

More Information Needed

Languages

More Information Needed

Dataset Structure

We show detailed information for up to 5 configurations of the dataset.

Data Instances

conll2000

  • Size of downloaded dataset files: 3.32 MB
  • Size of the generated dataset: 6.25 MB
  • Total amount of disk used: 9.57 MB

An example of 'train' looks as follows.

This example was too long and was cropped:

{
    "chunk_tags": [11, 13, 11, 12, 21, 22, 22, 22, 22, 11, 12, 12, 17, 11, 12, 13, 11, 0, 1, 13, 11, 11, 0, 21, 22, 22, 11, 12, 12, 13, 11, 12, 12, 11, 12, 12, 0],
    "id": "0",
    "pos_tags": [19, 14, 11, 19, 39, 27, 37, 32, 34, 11, 15, 19, 14, 19, 22, 14, 20, 5, 15, 14, 19, 19, 5, 34, 32, 34, 11, 15, 19, 14, 20, 9, 20, 24, 15, 22, 6],
    "tokens": "[\"Confidence\", \"in\", \"the\", \"pound\", \"is\", \"widely\", \"expected\", \"to\", \"take\", \"another\", \"sharp\", \"dive\", \"if\", \"trade\", \"figur..."
}

Data Fields

The data fields are the same among all splits.

Data Splits

Dataset Creation

Curation Rationale

More Information Needed

Source Data

Initial Data Collection and Normalization

More Information Needed

Who are the source language producers?

More Information Needed

Annotations

Annotation process

More Information Needed

Who are the annotators?

More Information Needed

Personal and Sensitive Information

More Information Needed

Considerations for Using the Data

Social Impact of Dataset

More Information Needed

Discussion of Biases

More Information Needed

Other Known Limitations

More Information Needed

Additional Information

Dataset Curators

More Information Needed

Licensing Information

More Information Needed

Citation Information

@article{DBLP:journals/corr/abs-1905-13538,
  author    = {Guillaume Jaume and
               Hazim Kemal Ekenel and
               Jean{-}Philippe Thiran},
  title     = {{FUNSD:} {A} Dataset for Form Understanding in Noisy Scanned Documents},
  journal   = {CoRR},
  volume    = {abs/1905.13538},
  year      = {2019},
  url       = {http://arxiv.org/abs/1905.13538},
  archivePrefix = {arXiv},
  eprint    = {1905.13538},
  timestamp = {Mon, 03 Jun 2019 13:42:33 +0200},
  biburl    = {https://dblp.org/rec/journals/corr/abs-1905-13538.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

Contributions

Thanks to @vblagoje, @jplu for adding this dataset.

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