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--- |
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annotations_creators: |
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- machine-generated |
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language: |
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- en |
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language_creators: |
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- found |
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license: |
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- unknown |
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multilinguality: |
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- monolingual |
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pretty_name: Magazine |
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size_categories: [] |
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source_datasets: |
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- original |
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tags: |
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- graphic design |
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- layout |
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- content-aware |
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task_categories: |
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- image-to-image |
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- text-to-image |
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- unconditional-image-generation |
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task_ids: [] |
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--- |
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# Dataset Card for Magazine dataset |
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## Table of Contents |
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- [Dataset Card Creation Guide](#dataset-card-creation-guide) |
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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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- [Initial Data Collection and Normalization](#initial-data-collection-and-normalization) |
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- [Who are the source language producers?](#who-are-the-source-language-producers) |
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- [Annotations](#annotations) |
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- [Annotation process](#annotation-process) |
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- [Who are the annotators?](#who-are-the-annotators) |
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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://xtqiao.com/projects/content_aware_layout/ |
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- **Repository:** https://github.com/shunk031/huggingface-datasets_Magazine |
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- **Paper (SIGGRAPH2019):** https://dl.acm.org/doi/10.1145/3306346.3322971 |
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### Dataset Summary |
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A large-scale magazine layout dataset with fine-grained layout annotations and keyword labeling. |
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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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To use Magazine dataset, you need to download the image and layout annotations from the [OneDrive](https://portland-my.sharepoint.com/:f:/g/personal/xqiao6-c_my_cityu_edu_hk/EhmRh5SFoQ9Hjl_aRjCOltkBKFYefiSagR6QLJ7pWvs3Ww?e=y8HO5Q) in the official page. |
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Then place the downloaded files in the following structure and specify its path. |
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```shell |
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/path/to/datasets |
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├── MagImage.zip |
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└── MagLayout.zip |
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``` |
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```python |
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import datasets as ds |
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dataset = ds.load_dataset( |
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path="shunk031/Magazine", |
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data_dir="/path/to/datasets/", # Specify the path of the downloaded directory. |
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) |
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``` |
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### Data Fields |
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[More Information Needed] |
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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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[More Information Needed] |
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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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[More Information Needed] |
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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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[More Information Needed] |
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### Citation Information |
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```bibtex |
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@article{zheng2019content, |
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title={Content-aware generative modeling of graphic design layouts}, |
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author={Zheng, Xinru and Qiao, Xiaotian and Cao, Ying and Lau, Rynson WH}, |
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journal={ACM Transactions on Graphics (TOG)}, |
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volume={38}, |
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number={4}, |
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pages={1--15}, |
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year={2019}, |
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publisher={ACM New York, NY, USA} |
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} |
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``` |
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### Contributions |
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Thanks to [Xinru Zheng and Xiaotian Qiao*](https://xtqiao.com/projects/content_aware_layout/) for creating this dataset. |
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