Research Initiative on Generative Modeling
May Generative Force Be with You
Projects
Data-Efficient Instance Generation from Instance Discrimination
Ceyuan Yang, Yujun Shen, Yinghao Xu, Bolei Zhou
Neural Information Processing Systems (NeurIPS), 2021
[Paper] [Project Page] [Code]
Unsupervised Image Transformation Learning via Generative Adversarial Networks
Kaiwen Zha, Yujun Shen, Bolei Zhou
arXiv.2103.07751 preprint
[Paper] [Project Page] [Code] [Demo Video]
Improving the Fairness of Deep Generative Models without Retraining
Shuhan Tan, Yujun Shen, Bolei Zhou
arXiv.2012.04842 preprint
[Paper] [Project Page] [Code] [Colab]
GenForce Lib
Yujun Shen, Yinghao Xu, Ceyuan Yang, Jiapeng Zhu, Bolei Zhou
This is an efficient PyTorch library for deep generative modeling.
[Code] [Colab]
Generative Hierarchical Features from Synthesizing Images
Yinghao Xu*, Yujun Shen*, Jiapeng Zhu, Ceyuan Yang, Bolei Zhou
Computer Vision and Pattern Recognition (CVPR), 2021 (Oral)
[Paper] [Project Page] [Code]
Closed-Form Factorization of Latent Semantics in GANs
Yujun Shen, Bolei Zhou
Computer Vision and Pattern Recognition (CVPR), 2021 (Oral)
[Paper] [Project Page] [Code] [Demo Video]
InterFaceGAN: Interpreting the Disentangled Face Representation Learned by GANs
Yujun Shen, Ceyuan Yang, Xiaoou Tang, Bolei Zhou
IEEE Transactions on Pattern Recognition (TPAMI), Oct 2020
[Paper] [Project Page] [Code] [Demo Video]
In-Domain GAN Inversion for Real Image Editing
Jiapeng Zhu*, Yujun Shen*, Deli Zhao, Bolei Zhou
European Conference on Computer Vision (ECCV), 2020
[Paper] [Project Page] [Code] [Demo Video] [Colab]
Disentangled Inference for GANs with Latently Invertible Autoencoder
Jiapeng Zhu*, Deli Zhao*, Bo Zhang, Bolei Zhou
arXiv.1906.08090 preprint
[Paper] [Code]
Semantic Hierarchy Emerges in Deep Generative Representations for Scene Synthesis
Ceyuan Yang*, Yujun Shen*, Bolei Zhou
International Journal of Computer Vision (IJCV), 31 Dec 2020
[Paper] [Project Page] [Code] [Demo Video]
Image Processing Using Multi-Code GAN Prior
Jinjin Gu, Yujun Shen, Bolei Zhou
Computer Vision and Pattern Recognition (CVPR), 2020
[Paper] [Project Page] [Code]
Interpreting the Latent Space of GANs for Semantic Face Editing
Yujun Shen, Jinjin Gu, Xiaoou Tang, Bolei Zhou
Computer Vision and Pattern Recognition (CVPR), 2020
[Paper] [Project Page] [Code] [Demo Video]
Tutorials
Interpreting Deep Generative Models for Interactive AI Content Creation
Bolei Zhou
Interpretable Machine Learning for Computer Vision (CVPR'21 Tutorial)
[Video (YouTube)] [Video (bilibili)] [Slides]
Exploring and Exploiting Interpretable Semantics in GANs
Bolei Zhou
Interpretable Machine Learning for Computer Vision (CVPR'20 Tutorial)
[Video (YouTube)] [Video (bilibili)] [Slides]
Interpreting and Exploiting the Latent Space of GANs
Yujun Shen
Invited Talk by 机器之心
[Video (in Chinese)]
Team
Principal
Investigator
Bolei Zhou
Team
Members
Yujun Shen
Ceyuan Yang
Jiapeng Zhu
Yinghao Xu
Shuhan Tan
Alumni
Jinjin Gu
Acknowledgement
We would like to acknowledge the support from the Early Career Scheme (ECS) through the Research Grants Council (RGC) of Hong Kong under Grant No.24206219 and CUHK FoE RSFS Grant.