| | --- |
| | license: cc-by-4.0 |
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| | |
| | # Dataset Card for [Dataset Name] |
| |
|
| | ## Table of Contents |
| | - [Table of Contents](#table-of-contents) |
| | - [Dataset Description](#dataset-description) |
| | - [Dataset Summary](#dataset-summary) |
| | - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) |
| | - [Languages](#languages) |
| | - [Dataset Structure](#dataset-structure) |
| | - [Data Instances](#data-instances) |
| | - [Data Fields](#data-fields) |
| | - [Data Splits](#data-splits) |
| | - [Dataset Creation](#dataset-creation) |
| | - [Curation Rationale](#curation-rationale) |
| | - [Source Data](#source-data) |
| | - [Annotations](#annotations) |
| | - [Personal and Sensitive Information](#personal-and-sensitive-information) |
| | - [Considerations for Using the Data](#considerations-for-using-the-data) |
| | - [Social Impact of Dataset](#social-impact-of-dataset) |
| | - [Discussion of Biases](#discussion-of-biases) |
| | - [Other Known Limitations](#other-known-limitations) |
| | - [Additional Information](#additional-information) |
| | - [Dataset Curators](#dataset-curators) |
| | - [Licensing Information](#licensing-information) |
| | - [Citation Information](#citation-information) |
| | - [Contributions](#contributions) |
| |
|
| | ## Dataset Description |
| |
|
| | - **Homepage:** [https://google.github.io/localized-narratives/(https://google.github.io/localized-narratives/) |
| | - **Repository:**: [https://github.com/google/localized-narratives](https://github.com/google/localized-narratives) |
| | - **Paper:** [Connecting Vision and Language with Localized Narratives](https://arxiv.org/pdf/1912.03098.pdf) |
| | - **Leaderboard:** |
| | - **Point of Contact:** |
| |
|
| | ### Dataset Summary |
| |
|
| | Localized Narratives, a new form of multimodal image annotations connecting vision and language. |
| | We ask annotators to describe an image with their voice while simultaneously hovering their mouse over the region they are describing. |
| | Since the voice and the mouse pointer are synchronized, we can localize every single word in the description. |
| | This dense visual grounding takes the form of a mouse trace segment per word and is unique to our data. |
| | We annotated 849k images with Localized Narratives: the whole COCO, Flickr30k, and ADE20K datasets, and 671k images of Open Images, all of which we make publicly available. |
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| | As of now, there is only the `OpenImages` subset, but feel free to contribute the other subset of Localized Narratives! |
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| | `OpenImages_captions` is similar to the `OpenImages` subset. The differences are that captions are groupped per image (images can have multiple captions). For this subset, `timed_caption`, `traces` and `voice_recording` are not available. |
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| | ### Supported Tasks and Leaderboards |
| |
|
| | [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: |
| | ``` |
| | { |
| | dataset_id: 'mscoco_val2017', |
| | image_id: '137576', |
| | annotator_id: 93, |
| | caption: 'In this image there are group of cows standing and eating th...', |
| | timed_caption: [{'utterance': 'In this', 'start_time': 0.0, 'end_time': 0.4}, ...], |
| | traces: [[{'x': 0.2086, 'y': -0.0533, 't': 0.022}, ...], ...], |
| | voice_recording: 'coco_val/coco_val_137576_93.ogg' |
| | } |
| | ``` |
| |
|
| | ### Data Fields |
| |
|
| | Each line represents one Localized Narrative annotation on one image by one annotator and has the following fields: |
| |
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| | - `dataset_id`: String identifying the dataset and split where the image belongs, e.g. mscoco_val2017. |
| | - `image_id` String identifier of the image, as specified on each dataset. |
| | - `annotator_id` Integer number uniquely identifying each annotator. |
| | - `caption` Image caption as a string of characters. |
| | - `timed_caption` List of timed utterances, i.e. {utterance, start_time, end_time} where utterance is a word (or group of words) and (start_time, end_time) is the time during which it was spoken, with respect to the start of the recording. |
| | - `traces` List of trace segments, one between each time the mouse pointer enters the image and goes away from it. Each trace segment is represented as a list of timed points, i.e. {x, y, t}, where x and y are the normalized image coordinates (with origin at the top-left corner of the image) and t is the time in seconds since the start of the recording. Please note that the coordinates can go a bit beyond the image, i.e. <0 or >1, as we recorded the mouse traces including a small band around the image. |
| | - `voice_recording` Relative URL path with respect to https://storage.googleapis.com/localized-narratives/voice-recordings where to find the voice recording (in OGG format) for that particular image. |
| |
|
| | ### 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] |
| |
|
| | ## Considerations for Using the Data |
| |
|
| | ### Social Impact of Dataset |
| |
|
| | [More Information Needed] |
| |
|
| | ### Discussion of Biases |
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|
| | [More Information Needed] |
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| | ### Other Known Limitations |
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|
| | [More Information Needed] |
| |
|
| | ## Additional Information |
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| | ### Dataset Curators |
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|
| | [More Information Needed] |
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| | ### Licensing Information |
| |
|
| | [More Information Needed] |
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|
| | ### Citation Information |
| |
|
| | [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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