VictorSanh
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basic dataset card
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README.md
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1 |
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---
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license: cc-by-2.0
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---
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# Dataset Card for NoCaps
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## Table of Contents
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- [Table of Contents](#table-of-contents)
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- [Dataset Description](#dataset-description)
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- [Dataset Summary](#dataset-summary)
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- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
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- [Languages](#languages)
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- [Dataset Structure](#dataset-structure)
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- [Data Instances](#data-instances)
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- [Data Fields](#data-fields)
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- [Data Splits](#data-splits)
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- [Dataset Creation](#dataset-creation)
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- [Curation Rationale](#curation-rationale)
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- [Source Data](#source-data)
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- [Annotations](#annotations)
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- [Personal and Sensitive Information](#personal-and-sensitive-information)
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- [Considerations for Using the Data](#considerations-for-using-the-data)
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- [Social Impact of Dataset](#social-impact-of-dataset)
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- [Discussion of Biases](#discussion-of-biases)
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- [Other Known Limitations](#other-known-limitations)
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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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- [Contributions](#contributions)
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## Dataset Description
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- **Homepage:** [https://nocaps.org/](https://nocaps.org/)
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- **Paper:** [nocaps: novel object captioning at scale](https://openaccess.thecvf.com/content_ICCV_2019/papers/Agrawal_nocaps_novel_object_captioning_at_scale_ICCV_2019_paper.pdf)
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- **Leaderboard:**
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- **Point of Contact:**: contact@nocaps.org
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### Dataset Summary
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Dubbed NoCaps for novel object captioning at scale, NoCaps consists of 166,100 human-generated captions describing 15,100 images from the Open Images validation and test sets.
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The associated training data consists of COCO image-caption pairs, plus Open Images image-level labels and object bounding boxes.
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Since Open Images contains many more classes than COCO, nearly 400 object classes seen in test images have no or very few associated training captions (hence, nocaps).
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### Supported Tasks and Leaderboards
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[More Information Needed]
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### Languages
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[More Information Needed]
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## Dataset Structure
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### Data Instances
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Each instance has the following structure:
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```
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{
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'image': <PIL.JpegImagePlugin.JpegImageFile image mode=L size=732x1024 at 0x7F574A3A9B50>,
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'image_coco_url': 'https://s3.amazonaws.com/nocaps/val/0013ea2087020901.jpg',
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'image_date_captured': '2018-11-06 11:04:33',
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'image_file_name': '0013ea2087020901.jpg',
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'image_height': 1024,
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'image_width': 732,
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'image_id': 0,
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'image_license': 0,
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'image_open_images_id': '0013ea2087020901',
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'annotations_ids': [0, 1, 2, 3, 4, 5, 6, 7, 8, 9],
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'annotations_captions': [
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'A baby is standing in front of a house.',
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'A little girl in a white jacket and sandals.',
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'A young child stands in front of a house.',
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'A child is wearing a white shirt and standing on a side walk. ',
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'A little boy is standing in his diaper with a white shirt on.',
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'A child wearing a diaper and shoes stands on the sidewalk.',
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'A child is wearing a light-colored shirt during the daytime.',
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'A little kid standing on the pavement in a shirt. ',
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'Black and white photo of a little girl smiling.',
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'a cute baby is standing alone with white shirt'
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]
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}
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```
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### Data Fields
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- `image`: The image
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- `image_coco_url`: URL for the image
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- `image_date_captured`: Date at which the image was captured
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- `image_file_name`: The file name for the image
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- `image_height`: Height of the image
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- `image_width`: Width of the image
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- `image_id`: Id of the image
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- `image_license`: Not sure what this is, it is always at 0
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- `image_open_images_id`: Open image id
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- `annotations_ids`: Unique ids for the captions (to use in conjunction with `annotations_captions`)
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- `annotations_captions`: Captions for the image (to use in conjunction with `annotations_ids`)
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### Data Splits
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[More Information Needed]
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## Dataset Creation
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### Curation Rationale
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[More Information Needed]
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### Source Data
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#### Initial Data Collection and Normalization
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[More Information Needed]
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#### Who are the source language producers?
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[More Information Needed]
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### Annotations
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#### Annotation process
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[More Information Needed]
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#### Who are the annotators?
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[More Information Needed]
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### Personal and Sensitive Information
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[More Information Needed]
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## Considerations for Using the Data
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### Social Impact of Dataset
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[More Information Needed]
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### Discussion of Biases
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[More Information Needed]
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### Other Known Limitations
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[More Information Needed]
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## Additional Information
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### Dataset Curators
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[More Information Needed]
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### Licensing Information
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154 |
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[More Information Needed]
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### Citation Information
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[More Information Needed]
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### Contributions
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Thanks to [@VictorSanh](https://github.com/VictorSanh) for adding this dataset.
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