t-qureshi / SelectionGAN

[CVPR 2019 Oral] Multi-Channel Attention Selection GAN with Cascaded Semantic Guidance for Cross-View Image Translation

SelectionGAN for Guided Image-to-Image Translation

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

Citation

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

@article{tang2020multi,
  title={Multi-Channel Attention Selection GANs for Guided Image-to-Image Translation},
  author={Tang, Hao and Xu, Dan and Yan, Yan and Corso, Jason J and Torr, Philip HS and Sebe, Nicu},
  journal={arXiv preprint arXiv:2002.01048},
  year={2020}
}

@inproceedings{tang2019multichannel,
  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{tang2020edge,
  title={Edge Guided GANs with Semantic Preserving for Semantic Image Synthesis},
  author={Tang, Hao and Qi, Xiaojuan and Xu, Dan and Torr, Philip HS and Sebe, Nicu},
  journal={arXiv preprint arXiv:2003.13898},
  year={2020}
}

@inproceedings{tang2019local,
  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}
}

Related Projects

Cross-View Image Translation

• PanoGAN (2020, PyTorch)
• X-Seq & X-Fork (CVPR 2018, Torch)
• Pix2pix (CVPR 2017, PyTorch)
• CrossNet (CVPR 2017, Tensorflow)

Hand Gesture Translation

• GestureGAN (ACM MM 2018, PyTorch)

Facial Expression Generation

• C2GAN (ACM MM 2019, PyTorch)
• Talking Heads (ICCV 2019, PyTorch)
• GANimation (ECCV 2018, PyTorch)
• StarGAN (CVPR 2018, PyTorch)

Person Image Generation

• Pose Transfer (CVPR 2019, PyTorch)
• DPIG (CVPR 2018, Tensorflow)
• VUnet (CVPR 2018, Tensorflow)
• PoseGAN (CVPR 2018, Tensorflow)
• PG2 (NIPS 2017, Tensorflow)

Semantic Image Synthesis

• EdgeGAN (Arxiv 2020, PyTorch)
• DAGAN (ACM MM 2020, PyTorch)
• LGGAN (CVPR 2020, PyTorch)
• GauGAN (CVPR 2019, PyTorch)
• Pix2pixHD (CVPR 2018, PyTorch)
• SIMS (CVPR 2018, Tensorflow)
• CRN (ICCV 2017, Tensorflow)

To Do List

• SelectionGAN: CVPR version
• SelectionGAN++: TPAMI submission
• 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 borrows heavily from 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 ([e-mail]).