Dataset Card for Desigen

Dataset Description

• Homepage: https://whaohan.github.io/desigen/
• Repository: https://github.com/creative-graphic-design/huggingface-datasets/tree/main/datasets/Desigen
• Paper (Preprint): https://arxiv.org/abs/2403.09093
• Paper (CVPR2024): https://doi.org/10.1109/CVPR52733.2024.01209

Dataset Summary

Desigen contains web advertisement design data with background images, content prompts, layout element annotations, and design canvas sizes. This loader reads the parquet shards hosted at creative-graphic-design/Desigen.

Dataset Structure

Data Fields

• image: Background or rendered advertisement image.
• prompt: Text prompt associated with the background image.
• region: Image region boxes.
• description: Design content description.
• elements: Layout elements with bounding boxes, text, and element type labels.
• size: Design canvas size.

Data Splits

Citation

@inproceedings{Weng_2024_CVPR,
  title = {Desigen: A Pipeline for Controllable Design Template Generation},
  author = {Weng, Haohan and Huang, Danqing and Qiao, Yu and Hu, Zheng and Lin, Chin-Yew and Zhang, Tong and Chen, C. L. Philip},
  booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  month = {June},
  year = {2024},
  pages = {12721--12732},
  doi = {10.1109/CVPR52733.2024.01209},
  url = {https://openaccess.thecvf.com/content/CVPR2024/html/Weng_Desigen_A_Pipeline_for_Controllable_Design_Template_Generation_CVPR_2024_paper.html}
}