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--- |
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license: other |
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license_name: conceptual-12m |
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license_link: LICENSE |
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task_categories: |
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- image-to-text |
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size_categories: |
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- 10M<n<100M |
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--- |
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# Dataset Card for Conceptual Captions 12M (CC12M) |
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## Dataset Description |
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- **Repository:** [Conceptual 12M repository](https://github.com/google-research-datasets/conceptual-12m) |
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- **Paper:** [Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts](https://arxiv.org/abs/2102.08981) |
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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 12M (CC12M) is a dataset with 12 million image-text pairs specifically meant to be used for visionand-language pre-training. |
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Its data collection pipeline is a relaxed version of the one used in Conceptual Captions 3M (CC3M). |
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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. Images resized on download if shortest edge > 512 to shortest edge = 512. |
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#### Train |
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* `cc12m-train-*.tar` |
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* Downloaded on 2021/18/22 |
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* 2176 shards, 10968539 samples |
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## Additional Information |
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### Dataset Curators |
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Soravit Changpinyo, Piyush Sharma, Nan Ding 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{changpinyo2021cc12m, |
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title = {{Conceptual 12M}: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts}, |
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author = {Changpinyo, Soravit and Sharma, Piyush and Ding, Nan and Soricut, Radu}, |
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booktitle = {CVPR}, |
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year = {2021}, |
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} |
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``` |
