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

split	examples
train	36322
validation	999

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}
}