Update Desigen dataset card

README.md

@@ -1,4 +1,11 @@
 ---
+license: unknown
+task_categories:
+  - image-to-text
+  - text-to-image
+pretty_name: Desigen
+size_categories:
+  - 10K<n<100K
 dataset_info:
   features:
   - name: image
@@ -58,3 +65,49 @@ configs:
   - split: validation
     path: data/validation-*
 ---
+
+# 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
+
+| split      | examples |
+|------------|---------:|
+| train      |    36322 |
+| validation |      999 |
+
+## Citation
+
+```bibtex
+@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}
+}
+```