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README.md DELETED
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- ---
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- pretty_name: Danish WIT
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- language:
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- - da
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- license:
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- - cc-by-sa-4.0
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- size_categories:
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- - 100K<n<1M
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- source_datasets:
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- - wikimedia/wit_base
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- task_categories:
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- - image-to-text
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- - zero-shot-image-classification
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- - feature-extraction
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- task_ids:
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- - image-captioning
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- ---
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-
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- # Dataset Card for Danish WIT
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-
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- ## Dataset Description
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-
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- - **Repository:** <https://gist.github.com/saattrupdan/bb6c9c52d9f4b35258db2b2456d31224>
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- - **Point of Contact:** [Dan Saattrup Nielsen](mailto:dan.nielsen@alexandra.dk)
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- - **Size of downloaded dataset files:** 7.5 GB
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- - **Size of the generated dataset:** 7.8 GB
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- - **Total amount of disk used:** 15.3 GB
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-
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- ### Dataset Summary
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-
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- Google presented the Wikipedia Image Text (WIT) dataset in [July
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- 2021](https://dl.acm.org/doi/abs/10.1145/3404835.3463257), a dataset which contains
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- scraped images from Wikipedia along with their descriptions. WikiMedia released
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- WIT-Base in [September
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- 2021](https://techblog.wikimedia.org/2021/09/09/the-wikipedia-image-caption-matching-challenge-and-a-huge-release-of-image-data-for-research/),
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- being a modified version of WIT where they have removed the images with empty
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- "reference descriptions", as well as removing images where a person's face covers more
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- than 10% of the image surface, along with inappropriate images that are candidate for
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- deletion. This dataset is the Danish portion of the WIT-Base dataset, consisting of
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- roughly 160,000 images with associated Danish descriptions. We release the dataset
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- under the [CC BY-SA 4.0 license](https://creativecommons.org/licenses/by-sa/4.0/), in
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- accordance with WIT-Base's [identical
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- license](https://huggingface.co/datasets/wikimedia/wit_base#licensing-information).
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-
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-
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- ### Supported Tasks and Leaderboards
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-
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- Training machine learning models for caption generation, zero-shot image classification
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- and text-image search are the intended tasks for this dataset. No leaderboard is active
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- at this point.
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-
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-
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- ### Languages
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-
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- The dataset is available in Danish (`da`).
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-
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-
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- ## Dataset Structure
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-
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- ### Data Instances
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-
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- - **Size of downloaded dataset files:** 7.5 GB
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- - **Size of the generated dataset:** 7.8 GB
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- - **Total amount of disk used:** 15.3 GB
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-
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- An example from the `train` split looks as follows.
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- ```
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- {
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- "image": {
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- "bytes": b"\xff\xd8\xff\xe0\x00\x10JFIF...",
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- "path": None
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- },
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- "image_url": "https://upload.wikimedia.org/wikipedia/commons/4/45/Bispen_-_inside.jpg",
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- "embedding": [2.8568285, 2.9562542, 0.33794892, 8.753725, ...],
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- "metadata_url": "http://commons.wikimedia.org/wiki/File:Bispen_-_inside.jpg",
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- "original_height": 3161,
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- "original_width": 2316,
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- "mime_type": "image/jpeg",
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- "caption_attribution_description": "Kulturhuset Bispen set indefra. Biblioteket er til venstre",
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- "page_url": "https://da.wikipedia.org/wiki/Bispen",
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- "attribution_passes_lang_id": True,
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- "caption_alt_text_description": None,
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- "caption_reference_description": "Bispen set indefra fra 1. sal, hvor ....",
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- "caption_title_and_reference_description": "Bispen [SEP] Bispen set indefra ...",
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- "context_page_description": "Bispen er navnet på det offentlige kulturhus i ...",
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- "context_section_description": "Bispen er navnet på det offentlige kulturhus i ...",
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- "hierarchical_section_title": "Bispen",
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- "is_main_image": True,
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- "page_changed_recently": True,
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- "page_title": "Bispen",
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- "section_title": None
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- }
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- ```
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-
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- ### Data Fields
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-
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- The data fields are the same among all splits.
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-
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- - `image`: a `dict` feature.
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- - `image_url`: a `str` feature.
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- - `embedding`: a `list` feature.
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- - `metadata_url`: a `str` feature.
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- - `original_height`: an `int` or `NaN` feature.
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- - `original_width`: an `int` or `NaN` feature.
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- - `mime_type`: a `str` or `None` feature.
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- - `caption_attribution_description`: a `str` or `None` feature.
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- - `page_url`: a `str` feature.
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- - `attribution_passes_lang_id`: a `bool` or `None` feature.
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- - `caption_alt_text_description`: a `str` or `None` feature.
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- - `caption_reference_description`: a `str` or `None` feature.
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- - `caption_title_and_reference_description`: a `str` or `None` feature.
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- - `context_page_description`: a `str` or `None` feature.
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- - `context_section_description`: a `str` or `None` feature.
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- - `hierarchical_section_title`: a `str` feature.
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- - `is_main_image`: a `bool` or `None` feature.
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- - `page_changed_recently`: a `bool` or `None` feature.
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- - `page_title`: a `str` feature.
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- - `section_title`: a `str` or `None` feature.
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-
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- ### Data Splits
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-
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- Roughly 2.60% of the WIT-Base dataset comes from the Danish Wikipedia. We have split
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- the resulting 168,740 samples into a training set, validation set and testing set of
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- the following sizes:
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-
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- | split | samples |
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- |---------|--------:|
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- | train | 167,460 |
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- | val | 256 |
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- | test | 1,024 |
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-
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-
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- ## Dataset Creation
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-
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- ### Curation Rationale
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-
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- It is quite cumbersome to extract the Danish portion of the WIT-Base dataset,
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- especially as the dataset takes up 333 GB of disk space, so the curation of Danish-WIT
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- is purely to make it easier to work with the Danish portion of it.
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-
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- ### Source Data
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-
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- The original data was collected from WikiMedia's
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- [WIT-Base](https://huggingface.co/datasets/wikimedia/wit_base) dataset, which in turn
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- comes from Google's [WIT](https://huggingface.co/datasets/google/wit) dataset.
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-
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-
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- ## Additional Information
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-
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- ### Dataset Curators
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-
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- [Dan Saattrup Nielsen](https://saattrupdan.github.io/) from the [The Alexandra
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- Institute](https://alexandra.dk/) curated this dataset.
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-
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- ### Licensing Information
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-
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- The dataset is licensed under the [CC BY-SA 4.0
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- license](https://creativecommons.org/licenses/by-sa/4.0/).
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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