Imadeddineibrahim/yolo_8_layout
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End of preview.
Dataset Card for PubLayNet
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
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Languages
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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
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Data Splits
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Dataset Creation
Curation Rationale
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Source Data
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Initial Data Collection and Normalization
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Who are the source language producers?
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Annotations
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Annotation process
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Who are the annotators?
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Personal and Sensitive Information
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Considerations for Using the Data
Social Impact of Dataset
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Discussion of Biases
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Other Known Limitations
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Additional Information
Dataset Curators
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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