Layout Generation

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  1. VAE/GAN: [1] [6] [7](hierarchical encoder/decoder)
  2. GNN: [2] [5]
  3. autoregressive: [3] [4]

Reference

  1. Zheng, Xinru, et al. “Content-aware generative modeling of graphic design layouts.” ACM Transactions on Graphics (TOG) 38.4 (2019): 1-15.

  2. Lee, Hsin-Ying, et al. “Neural design network: Graphic layout generation with constraints.” ECCV, 2020.

  3. Gupta, Kamal, et al. “Layout Generation and Completion with Self-attention.” arXiv preprint arXiv:2006.14615 (2020).

  4. Jyothi, Akash Abdu, et al. “Layoutvae: Stochastic scene layout generation from a label set.” ICCV, 2019.

  5. Li, Jianan, et al. “Layoutgan: Generating graphic layouts with wireframe discriminators.” ICLR, 2019.

  6. Arroyo, Diego Martin, Janis Postels, and Federico Tombari. “Variational Transformer Networks for Layout Generation.” CVPR, 2021.

  7. Patil, Akshay Gadi, et al. “Read: Recursive autoencoders for document layout generation.” CVPR Workshops. 2020.