metadata

license: cc-by-4.0
task_categories:
  - image-to-text
tags:
  - ui-referring-expression
  - ui-refexp
language:
  - en
pretty_name: UI understanding
size_categories:
  - 10K<n<100K
dataset_info:
  features:
    - name: screenshot
      dtype: image
    - name: prompt
      dtype: string
    - name: target_bounding_box
      dtype: string
  config_name: ui_refexp
  splits:
    - name: train
      num_bytes: 562037265
      num_examples: 15624
    - name: validation
      num_bytes: 60399225
      num_examples: 471
    - name: test
      num_bytes: 69073969
      num_examples: 565
  download_size: 6515012176
  dataset_size: 691510459

Dataset Card for UIBert

Dataset Description

Homepage: https://github.com/google-research-datasets/uibert
Repository: https://github.com/google-research-datasets/uibert
Paper: https://arxiv.org/abs/2107.13731
Leaderboard:
- UIBert: https://arxiv.org/abs/2107.13731
- Pix2Struct: https://arxiv.org/pdf/2210.03347

Dataset Summary

This a Hugging Face formatted dataset derived from the Google UIBert dataset, which is in turn derived from the RICO dataset.

Supported Tasks and Leaderboards

UI Understanding
UI Referring Expressions
UI Action Automation

Languages

English

Dataset Structure

image_path: path to UI screenshot.
question: Prompt referring to a UI component with an optional action verb. For example "click on search button next to menu drawer."
answer: Bounding box of targeted UI components. [xmin, ymin, xmax, ymax]

Data Instances

[More Information Needed]

Data Fields

[More Information Needed]

Data Splits

train: 15K samples
validation: 471 samples
test: 565 samples

Dataset Creation

Curation Rationale

[More Information Needed]

Source Data

Initial Data Collection and Normalization

[More Information Needed]

Who are the source language producers?

[More Information Needed]

Annotations

Annotation process

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Who are the annotators?

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Personal and Sensitive Information

[More Information Needed]

Considerations for Using the Data

Social Impact of Dataset

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Discussion of Biases

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Other Known Limitations

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Additional Information

Dataset Curators

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Licensing Information

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Citation Information

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Contributions

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