elem2design

41
7
FP32
llava_llama
by
microsoft
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OTHER
New
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Quick Summary

This model aims to compose user-provided graphic elements into a pleasing graphical design.

Code Examples

How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
How to Get Started with the Modeltext
python llava/infer/infer.py \
      --model_name_or_path /path/to/model/checkpoint-xxxx \
      --data_path /path/to/data/test.json \
      --image_folder /path/to/crello_images \
      --output_dir /path/to/output_dir \
      --start_layer_index 0 \ 
      --end_layer_index 4
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}
Citationtext
@InProceedings{lin2024elements,
  title={From Elements to Design: A Layered Approach for Automatic Graphic Design Composition},
  author={Lin, Jiawei and Sun, Shizhao and Huang, Danqing and Liu, Ting and Li, Ji and Bian, Jiang},
  booktitle={CVPR},
  year={2025}
}

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