Bolei Zhou

Assistant Professor
Computer Science Department, University of California, Los Angeles
Office: 295D, Engineering VI, UCLA

I study interpretable human-AI interaction for computer vision and machine autonomy. I am also interested in understanding various human-centric properties of current AI models beyond their accuracy, such as explainability, interpretability, steerability, generalization, fairness and bias, and safety.

Some of the earlier works I co-authored are Class Activation Mapping (CAM), Places, ADE20K, Network Dissection.

News

Jun 20, 2022 1st Tutorial on Human-Centered AI for Computer Vision is hosted at CVPR’22 in New Orleans. Slides are available there. I gave a talk on Human-AI interaction for computer vision.
Apr 19, 2022 MetaDrive simulator is updated to facilitate research on RL generalizability, safe exploration, and Multi-Agent traffic simulation. Paper is accepted to IEEE TPAMI.
Jan 2, 2022 After wonderful 3 years at CUHK, I moved to UCLA CS to continue my academic journey.
Oct 8, 2021 honored to be in the ICCV Mentors and the PhD Consortium. Come to join Mentorship Social Session.
Oct 8, 2021 I gave a tutorial talk on Human-centric AI at ICCV’21 Tutorial on Trustworthy and Explainable Computer Vision, I also shared the story of my rejection experiences at ICCV@SSLL workshop.
Sep 29, 2021 Two papers are accepted to NeurIPS’21, one on efficient GAN training and the other on Multi-Agent RL.
Sep 15, 2021 Expert Guided Policy Optimization is accepted to the 5th Conference on Robot Learning (CoRL).
Sep 10, 2021 Homepage is rebuilt through Jekyll :sparkles:

Selected Publications

  1. NeurIPS
    Human-AI Shared Control via Frequency-based Policy Dissection
    Quanyi Li, Zhenghao Peng, Haibin Wu, Lan Feng, and Bolei Zhou
    Neural Information Processing Systems (NeurIPS) , 2022
  2. NeurIPS
    Exploiting Reward Shifting in Value-Based Deep RL
    Hao Sun, Lei Han, Rui Yang, Xiaoteng Ma, Jian Guo, and Bolei Zhou
    Neural Information Processing Systems (NeurIPS) , 2022
  3. NeurIPS
    Improving GANs with A Dynamic Discriminator
    Ceyuan Yang, Yujun Shen, Yinghao Xu, Deli Zhao, Bo Dai, and Bolei Zhou
    Neural Information Processing Systems (NeurIPS) , 2022
  4. CoRL
    CoBEVT: Cooperative Bird’s Eye View Semantic Segmentation with Sparse Transformers
    Runsheng Xu, Zhengzhong Tu, Hao Xiang, Wei Shao, Bolei Zhou, and Jiaqi Ma
    Conference on Robot Learning (CoRL) , 2022
  5. ECCV
    Learning to Drive by Watching YouTube Videos: Action-Conditioned Contrastive Policy Pretraining
    Qihang Zhang, Zhenghao Peng, and Bolei Zhou
    European Conference on Computer Vision (ECCV) , 2022
  6. ECCV Oral
    Semantic-Aware Implicit Neural Audio-Driven Video Portrait Generation
    Xian Liu, Yinghao Xu, Qianyi Wu, Hang Zhou, Wayne Wu, and Bolei Zhou
    European Conference on Computer Vision (ECCV Oral) , 2022
  7. TPAMI
    MetaDrive: Composing Diverse Driving Scenarios for Generalizable Reinforcement Learning
    Quanyi Li*, Zhenghao Peng*, Lan Feng, Qihang Zhang, Zhenghai Xue, and Bolei Zhou
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) , 2022
  8. CVPR
    Improving GAN Equilibrium by Raising Spatial Awareness
    Jianyuan Wang, Ceyuan Yang, Yinghao Xu, Yujun Shen, Hongdong Li, and Bolei Zhou
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , 2022
  9. CVPR
    3D-aware Image Synthesis via Learning Structural and Textural Representations
    Yinghao Xu, Sida Peng, Ceyuan Yang, Yujun Shen, and Bolei Zhou
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , 2022
  10. ICLR
    Efficient Learning of Safe Driving Policy via Human-AI Copilot Optimization
    Quanyi Li, Zhenghao Peng, and Bolei Zhou
    International Conference on Learning Representations (ICLR) , 2022
  11. NeurIPS
    Learning to Simulate Self-Driven Particles System with Coordinated Policy Optimization
    Zhenghao Peng, Quanyi Li, Chunxiao Liu, and Bolei Zhou
    Neural Information Processing Systems (NeurIPS) , 2021
  12. NeurIPS
    Data-Efficient Instance Generation from Instance Discrimination
    Ceyuan Yang, Yujun Shen, Yinghao Xu, and Bolei Zhou
    Neural Information Processing Systems (NeurIPS) , 2021
  13. CoRL
    Safe Driving via Expert Guided Policy Optimization
    Zhenghao Peng*, Quanyi Li*, Chunxiao Liu, and Bolei Zhou
    Conference on Robot Learning (CoRL) , 2021
  14. CVPR Oral
    Closed-form factorization of latent semantics in GANs
    Yujun Shen, and Bolei Zhou
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR Oral) , 2021
  15. CVPR Oral
    Generative hierarchical features from synthesizing images
    Yinghao Xu, Yujun Shen, Jiapeng Zhu, Ceyuan Yang, and Bolei Zhou
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR Oral) , 2021
  16. IJCV
    Semantic hierarchy emerges in deep generative representations for scene synthesis
    Ceyuan Yang, Yujun Shen, and Bolei Zhou
    International Journal of Computer Vision (IJCV) , 2021