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README.md
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license_name: conceptual-captions
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license_link: >-
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https://github.com/google-research-datasets/conceptual-captions/blob/master/LICENSE
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---
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license_name: conceptual-captions
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license_link: >-
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https://github.com/google-research-datasets/conceptual-captions/blob/master/LICENSE
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task_categories:
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- image-to-text
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size_categories:
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- 1M<n<10M
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---
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# Dataset Card for Conceptual Captions (CC3M)
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## Table of Contents
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- [Dataset Description](#dataset-description)
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- [Dataset Summary](#dataset-summary)
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- [Additional Information](#additional-information)
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- [Dataset Curators](#dataset-curators)
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- [Licensing Information](#licensing-information)
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- [Citation Information](#citation-information)
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## Dataset Description
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- **Homepage:** [Conceptual Captions homepage](https://ai.google.com/research/ConceptualCaptions/)
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- **Repository:** [Conceptual Captions repository](https://github.com/google-research-datasets/conceptual-captions)
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- **Paper:** [Conceptual Captions: A Cleaned, Hypernymed, Image Alt-text Dataset For Automatic Image Captioning](https://www.aclweb.org/anthology/P18-1238/)
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- **Leaderboard:** [Conceptual Captions leaderboard](https://ai.google.com/research/ConceptualCaptions/competition?active_tab=leaderboard)https://ai.google.com/research/ConceptualCaptions/leaderboard?active_tab=leaderboard
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- **Point of Contact:** [Conceptual Captions e-mail](mailto:[email protected])
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### Dataset Summary
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Conceptual Captions is a dataset consisting of ~3.3M images annotated with captions. In contrast with the curated style of other image caption annotations, Conceptual Caption images and their raw descriptions are harvested from the web, and therefore represent a wider variety of styles. More precisely, the raw descriptions are harvested from the Alt-text HTML attribute associated with web images. To arrive at the current version of the captions, we have developed an automatic pipeline that extracts, filters, and transforms candidate image/caption pairs, with the goal of achieving a balance of cleanliness, informativeness, fluency, and learnability of the resulting captions.
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### Usage
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This instance of Conceptual Captions is in [webdataset](https://github.com/webdataset/webdataset/commits/main) .tar format. It can be used with webdataset library or upcoming releases of Hugging Face `datasets`.
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...More Detail TBD
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### Data Splits
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This dataset was downloaded using img2dataset.
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#### Train
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* `cc3m-train-*.tar`
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* Downloaded on 2021/12/22
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* 576 shards, 2905954 samples
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#### Validation
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* `cc3m-validation-*.tar`
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* Downloaded on 2023/12/13 (original validation set download in 2021 was corrupted)
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* 16 shards, 15840 samples
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## Additional Information
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### Dataset Curators
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Piyush Sharma, Nan Ding, Sebastian Goodman and Radu Soricut.
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### Licensing Information
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The dataset may be freely used for any purpose, although acknowledgement of
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Google LLC ("Google") as the data source would be appreciated. The dataset is
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provided "AS IS" without any warranty, express or implied. Google disclaims all
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liability for any damages, direct or indirect, resulting from the use of the
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dataset.
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### Citation Information
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```bibtex
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@inproceedings{sharma2018conceptual,
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title = {Conceptual Captions: A Cleaned, Hypernymed, Image Alt-text Dataset For Automatic Image Captioning},
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author = {Sharma, Piyush and Ding, Nan and Goodman, Sebastian and Soricut, Radu},
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booktitle = {Proceedings of ACL},
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year = {2018},
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}
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```
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