SelectionGAN for Guided Image-to-Image Translation

CVPR Paper | TPAMI Paper | Guided-I2I-Translation-Papers

Citation

If you use this code for your research, please cite our papers.

@article{tang2022multi,
  title={Multi-Channel Attention Selection GANs for Guided Image-to-Image Translation},
  author={Tang, Hao and Torr, Philip HS and Sebe, Nicu},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)},
  year={2022}
}

@inproceedings{tang2019multi,
  title={Multi-Channel Attention Selection GAN with Cascaded Semantic Guidance for Cross-View Image Translation},
  author={Tang, Hao and Xu, Dan and Sebe, Nicu and Wang, Yanzhi and Corso, Jason J. and Yan, Yan},
  booktitle={CVPR},
  year={2019}
}

@article{tang2023edge,
  title={Edge Guided GANs with Contrastive Learning for Semantic Image Synthesis},
  author={Tang, Hao and Qi, Xiaojuan and Sun, Guolei, and Xu, Dan and and Sebe, Nicu and Timofte, Radu and Van Gool, Luc},
  journal={ICLR},
  year={2023}
}

@article{tang2022local,
  title={Local and Global GANs with Semantic-Aware Upsampling for Image Generation},
  author={Tang, Hao and Shao, Ling and Torr, Philip HS and Sebe, Nicu},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)},
  year={2022}
}

@inproceedings{tang2020local,
  title={Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation},
  author={Tang, Hao and Xu, Dan and Yan, Yan and Torr, Philip HS and Sebe, Nicu},
  booktitle={CVPR},
  year={2020}
}

@article{wu2022cross,
  title={Cross-view panorama image synthesis with progressive attention GANs},
  author={Wu, Songsong and Tang, Hao and Jing, Xiao-Yuan and Qian, Jianjun and Sebe, Nicu and Yan, Yan and Zhang, Qinghua},
  journal={Elsevier Pattern Recognition (PR)},
  year={2022}
}

@article{wu2022cross,
  title={Cross-View Panorama Image Synthesis},
  author={Wu, Songsong and Tang, Hao and Jing, Xiao-Yuan and Zhao, Haifeng and Qian, Jianjun and Sebe, Nicu and Yan, Yan},
  journal={IEEE Transactions on Multimedia (TMM)},
  year={2022}
}

@inproceedings{ren2021cascaded,
  title={Cascaded Cross MLP-Mixer GANs for Cross-View Image Translation},
  author={Ren, Bin and Tang, Hao and Sebe, Nicu},
  booktitle={BMVC},
  year={2021}
}

In the meantime, check out our related papers:

• cross-view image translation:
  • Cross-View Panorama Image Synthesis (TMM 2022)
  • Cascaded Cross MLP-Mixer GANs for Cross-View Image Translation (BMVC 2021 Oral)
• person image generation:
  • XingGAN for Person Image Generation (ECCV 2020)
  • Bipartite Graph Reasoning GANs for Person Image Generation (BMVC 2020 Oral)
• semantic image synthesis:
  • Edge Guided GANs with Contrastive Learning for Semantic Image Synthesis (ICLR 2023)
  • Dual Attention GANs for Semantic Image Synthesis (ACM MM 2020)
  • Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation (CVPR 2020)

More related guided image-to-image translation papers can be found in this page.

To Do List

• SelectionGAN: CVPR version
• SelectionGAN++: TPAMI version
• Pix2pix++: Takes RGB image and target semantic map as inputs: code
• X-ForK++: Takes RGB image and target semantic map as inputs: code
• X-Seq++: Takes RGB image and target semantic map as inputs: code

Others

• How to write a great science paper

Acknowledgments

This source code is inspired by Pix2pix.

Contributions

If you have any questions/comments/bug reports, feel free to open a github issue or pull a request or e-mail to the author Hao Tang ([email protected]).

Collaborations

I'm always interested in meeting new people and hearing about potential collaborations. If you'd like to work together or get in contact with me, please email [email protected]. Some of our projects are listed here.

In life, patience is the key. It's much better to be going somewhere slowly than nowhere fast.