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Sequential Image Generation using GANs

Pytorch implementation for sequential image generation using GANs based on our AAAI 2019 paper:

Turkoglu, MO, et al. " A Layer-Based Sequential Framework for Scene Generation with GANs. " In AAAI. 2019.

[Paper] [Poster] [Blog]

<img src="https://raw.githubusercontent.com/0zgur0/Seq_Scene_Gen/master/imgs/intro.png" width="600" height="360">

Getting Started

Background model can be trained with

python train_bg_model.py

Foreground model can be trained with

python train_fg_model.py

Baseline model can be trained with

python train_baseline_model.py

Citation

@inproceedings{turkoglu2019layer,
  title={A Layer-Based Sequential Framework for Scene Generation with GANs},
  author={Turkoglu, Mehmet Ozgur and Spreeuwers, Luuk and Thong, William and Kicanaoglu, Berkay},
  booktitle={Thirty-Third AAAI Conference on Artificial Intelligence (AAAI-19)},
  year={2019}
}