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Datasets:
creative-graphic-design
/
PubLayNet

Tasks:
Image Classification
Image Segmentation
Image-to-Text
Sub-tasks:
multi-label-image-classification
multi-class-image-classification
semantic-segmentation
Languages:
English
ArXiv:
Tags:
graphic design
layout-generation
License:
Dataset card Data Studio Files
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image
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PMC3866684_00003.jpg
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End of preview.

Dataset Card for PubLayNet

CI

Dataset Summary

PubLayNet is a dataset for document layout analysis. It contains images of research papers and articles and annotations for various elements in a page such as "text", "list", "figure" etc in these research paper images. The dataset was obtained by automatically matching the XML representations and the content of over 1 million PDF articles that are publicly available on PubMed Central.

Supported Tasks and Leaderboards

[More Information Needed]

Languages

[More Information Needed]

Dataset Structure

Data Instances 

import datasets as ds

dataset = ds.load_dataset(
    path="shunk031/PubLayNet",
    decode_rle=True, # True if Run-length Encoding (RLE) is to be decoded and converted to binary mask.
)

Data Fields

[More Information Needed]

Data Splits

[More Information Needed]

Dataset Creation

Curation Rationale

[More Information Needed]

Source Data

[More Information Needed]

Initial Data Collection and Normalization

[More Information Needed]

Who are the source language producers?

[More Information Needed]

Annotations

[More Information Needed]

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

Citation Information 

@inproceedings{zhong2019publaynet,
  title={Publaynet: largest dataset ever for document layout analysis},
  author={Zhong, Xu and Tang, Jianbin and Yepes, Antonio Jimeno},
  booktitle={2019 International Conference on Document Analysis and Recognition (ICDAR)},
  pages={1015--1022},
  year={2019},
  organization={IEEE}
}

Contributions

Thanks to ibm-aur-nlp/PubLayNet for creating this dataset.

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Homepage:
developer.ibm.com
Repository:
github.com
Paper (Preprint):
arxiv.org
Paper (ICDAR2019):
ieeexplore.ieee.org

Models trained or fine-tuned on creative-graphic-design/PubLayNet

Collection including creative-graphic-design/PubLayNet

Paper for creative-graphic-design/PubLayNet