Curriculum Vitae
Research Interests
Machine Learning
Computer Vision
Computer Graphics
Multimedia
Work Experience
2024.7-present: Assistant Professor, Concordia University, Montreal, Canada
2022.11 - 2024.7: Staff Researcher, Noah Ark's Lab, Huawei Canada
2019.10 - 2022.10: Postdoctoral Fellow, University of Alberta & University of Guelph, Canada (Advisor: Dr. Minglun GONG and Dr. Li CHENG)
2018.5 - 2018.8: Research Intern, AR/VR lab, Baidu
2017.5 - 2017.8: Research Intern, Institute of Deep Learning (IDL), Baidu
Education
2017 - 2019: Ph.D in Computer Science, University of Kentucky, USA (Advisor: Dr. Ruigang YANG)
2012 - 2016: Ph.D Student in Computer Science and Technology, Northwestern Polytechnical University, China (Advisor: Dr. Jiangbin ZHENG)
2014 - 2016: Visiting PhD student at Gravity Lab, University of Kentucky, USA (Advisor: Dr. Ruigang YANG)
2011 - 2014: Master in Computer Science and Technology, Northwestern Polytechnical University, China (Advisor: Dr. Jiangbin ZHENG)
2007 - 2011: Bachelor in Computer Science and Technology, Northwestern Polytechnical University, China
Publications
Summary: My main research area is in machine learning and computer vision Among the 30+ papers I have co-authored. My Google Scholar Page is at google scholar
Yilin Wang, Chuan Guo, Yuxuan Mu, Muhammad Gohar Javed, Xinxin Zuo, Li Cheng, Hai Jiang, Juwei Lu. MotionDreamer: One-to-Many Motion Synthesis with Localized Generative MaskCed Transformer. In International Conference on Learning Representationsransactions (ICLR), 2025.
Zhanghao Sun, Xinxin Zuo, Dong Huo, Yu Zhang, Yiming Qian, Jian Wang. Robust structured light with efficient redundant codes. Optics Express, 2024, 32(19): 33507-33520.
Yuxuan Mu, Xinxin Zuo, Chuan Guo, Yilin Wang, Juwei Lu, Xiaofeng Wu, Songcen Xu, Peng Dai, Youliang Yan, Li Cheng. GSD: View-Guided Gaussian Splatting Diffusion for 3D Reconstruction. In European Conference on Computer Vision (ECCV), 2024: 55-72.
Dong Huo, Zixin Guo, Xinxin Zuo, Zhihao Shi, Juwei Lu, Peng Dai, Songcen Xu, Li Cheng, Yee-Hong Yang. TexGen: Text-Guided 3D Texture Generation with Multi-view Sampling and Resampling. In European Conference on Computer Vision (ECCV), 2024: 352-268.
Chuan Guo, Yuxuan Mu, Xinxin Zuo, Peng Dai, Youliang Yan, Juwei Lu, Li Cheng. Generative Human Motion Stylization in Latent Space. In International Conference on Learning Representationsransactions (ICLR), 2024.
Shihao Zou, Xinxin Zuo, Sen Wang, Yiming Qian, Chuan Guo, Li Cheng. Human Pose and Shape Estimation from Single Polarization Images. IEEE Transactions on Multimedia (TMM), 2023, 25: 3560-3572.
Yanhui Guo, Xinxin Zuo, Peng Dai, Juwei Lu, Xiaolin Wu, Li Cheng, Youliang Yan, Songcen Xu, Xiaofei Wu. Decorate3D: Text-Driven High-Quality Texture Generation for Mesh Decoration in the Wild. In 2023 Conference on Neural Information Processing Systems (NeurIPS), 2023: 36664-36676.
Kehong Gong, Dongze Lian, Heng Chang, Chuan Guo, Zihang Jiang, Xinxin Zuo, Michael Bi Mi, Xinchao Wang. TM2D: Bimodality Driven 3D Dance Generation via Music-Text Integration. In IEEE/CVF International Conference on Computer Vision (ICCV), 2023: 9942-9952.
Runlin Huang, Shuyang Wu, Leiping Jie, Xinxin Zuo, Hui Zhang. Siamclim: Text-based Pedestrian Search via Multi-modal Siamese Contrastive Learning. In IEEE International Conference on Image Processing (ICIP), 2023: 1800-1804.
Ji Yang*, Xinxin Zuo*, Sen Wang, Zhenbo Yu, Xingyu Li, Bingbing Ni, Minglun Gong, Li Cheng. Object Wake-up: 3D Object Rigging from a Single Image. In European Conference on Computer Vision (ECCV), 2022: 311–327.
Chuan Guo, Xinxin Zuo, Sen Wang, Li Cheng. TM2T: Stochastic and Tokenized Modeling for the Reciprocal Generation of 3D Human Motions and Texts. In European Conference on Computer Vision (ECCV), 2022: 580-597.
Hao Zhu, Xinxin Zuo, Haotian Yang, Sen Wang, Xun Cao, Ruigang Yang. Detailed Avatar Recovery from Single Image. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI). 2022, 44(11): 7363-7379.
Chuan Guo, Shihao Zou, Xinxin Zuo, Sen Wang, Wei Ji, Xingyu Li, Li Cheng. Generating Diverse and Natural 3D Human Motions from Text. In IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022: 5152-5161.
Chuan Guo, Xinxin Zuo, Sen Wang, Xinshuang Liu, Shihao Zou, Minglun Gong, Li Cheng. Action2video: Generating Videos of Human 3D Actions. International Journal of Computer Vision (IJCV), 2022, 130(2) : 285-315.
Ji Yang, Youdong Ma, Xinxin Zuo, Sen Wang, Minglun Gong, Li Cheng. 3D Pose Estimation and Future Motion Prediction from 2D Images. Pattern Recognition (PR), 2022, 124: 108439.
Xinxin Zuo, Sen Wang, Jiangbin Zheng, Weiwei Yu, Minglun Gong, Ruigang Yang and Li Cheng. SparseFusion: Dynamic Human Avatar Modeling from Sparse RGBD Images. IEEE Transactions on Multimedia (TMM), 2021, 23: 1617-1629.
Shihao Zou, Chuan Guo, Xinxin Zuo, Sen Wang, Pengyu Wang, Xiaoqin Hu, Shoushun Chen, Minglun Gong, Li Cheng. EventHPE: Event-based 3-D Human Pose and Shape Estimation. In IEEE/CVF International Conference on Computer Vision (ICCV), 2021: 10996-11005.
Jin Fang, Xinxin Zuo, Dingfu Zhou, Shengze Jin, Sen Wang, Liangjun Zhang. LiDAR-Aug: A General Rendering-based Augmentation Framework for 3D Object Detection. In IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2021: 4710-4720.
Xinxin Zuo, Sen Wang, Jiangbin Zheng, Zhigeng Pan, Ruigang Yang. Detailed Surface Geometry and Albedo Recovery from RGB-D Video Under Natural Illumination. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020, 42(10): 2720-2734.
Chuan Guo, Xinxin Zuo, Sen Wang, Shihao Zou, Qingyao Sun, Anan Deng, Minglun Gong, Li Cheng. Action2Motion: Conditioned Generation of 3D Human Motions. In ACM international conference on Multimedia (ACM MM), 2020: 2021-2029.
Shihao Zou, Xinxin Zuo, Yiming Qian, Sen Wang, Chi Xu, Minglun Gong, Li Cheng. 3D Human Shape Reconstruction from a Polarization Image. In European Conference on Computer Vision (ECCV), 2020: 351-368.
Shunnan Chen, Sen Wang, Xinxin Zuo, Ruigang Yang. Angus Cattle Recognition Using Deep Learning. In International Conference on Pattern Recognition (ICPR), 2020: 4169-4175.
Miao Liao, Sibo Zhang, Peng Wang, Hao Zhu, Xinxin Zuo, Ruigang Yang. Speech2Video Synthesis with 3D Skeleton Regularization and Expressive Body Poses. In Asian Conference on Computer Vision (ACCV). 2020:308-323.
Hao Zhu, Xinxin Zuo, Sen Wang, Xun Cao, Ruigang Yang. Detailed Human Shape Estimation from a Single Image by Hierarchical Mesh Deformation. In IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2019: 4491-4500. (Oral)
Sen Wang, Xinxin Zuo, Runxiao Wang, Ruigang Yang. A Generative Human-Robot Motion Retargeting Approach using a Single RGBD Sensor. IEEE Access, 2019, 7: 51499-51512 .
Sen Wang, Runxiao Wang, Xinxin Zuo, Weiwei Yu. Real-Time Artifact Compensation for Depth Images of Multi-frequency ToF. Journal of Northwestern Polytechnical University, 2019, 37(1):152-159. (In Chinese)
Sen Wang*, Xinxin Zuo*, Chao Du, Runxiao Wang, Jiangbin Zheng, Ruigang Yang. Dynamic Non-Rigid Objects Reconstruction with a Single RGB-D Sensor. Sensors, 2018, 18(3): 886.
Xinxin Zuo*, Sen Wang*, Jiangbin Zheng, Ruigang Yang. Detailed Surface Geometry and Albedo Recovery from RGB-D Video Under Natural Illumination. In IEEE International Conference on Computer Vision (ICCV), 2017: 3133-3142.
Sen Wang, Xinxin Zuo, Runxiao Wang, Fuhua Cheng, Ruigang Yang. A Generative Human-Robot Motion Retargeting Approach using a Single Depth Sensor. In IEEE International Conference on Robotics and Automation (ICRA), 2017: 5369-5376. (Spotlight)
Xinxin Zuo, Sen Wang, Jiangbin Zheng, Ruigang Yang. High-speed Depth Stream Generation from a Hybrid Camera. In ACM international conference on Multimedia (ACM MM), 2016: 878-887. (Oral)
Xinxin Zuo, Chao Du, Sen Wang, Jiangbin Zheng, Ruigang Yang. Interactive Visual Hull Refinement for Specular and Transparent Object Surface Reconstruction. In IEEE International Conference on Computer Vision (ICCV), 2015: 2237-2245.
Jiangbin Zheng, Xinxin Zuo, Jinchang Ren, Sen Wang. Multiple Depth Maps Integration for 3D Reconstruction using Geodesic Graph Cuts. International Journal of Software Engineering and Knowledge Engineering (IJSEKE), 2015, 25(3):473-492.
Sen Wang, Xinxin Zuo, Weiwei Yu, Runxiao Wang, Kurosh Madani. Towards robotic semantic segmentation of supporting surfaces. In IEEE International Conference on Computational Intelligence & Communication Technology (CICT), 2015: 775-779.
Sen Wang, Weiwei Yu, Kurosh Madani, Xinxin Zuo. Reinforcement transfer learning with feature information for robot motion planning. In 2014 International Conference on Advanced Control, Automation and Robotics (ACAR), 2014: 265-272.
Xinxin Zuo, Jiangbin Zheng. A Refined Weighted Mode Filtering Approach for Depth Video Enhancement, In IEEE International Conference on Virtual Reality and Visualization (ICVRV), 2013: 138-144.
Selected Honors & Awards
Outstanding Student Paper, Department of Computer Science, University of Kentucky, 2020
Research Assistantship, University of Kentucky, 01/2017 – 10/2019
IEEE CVPR Doctoral Consortium, 2019
Thaddeus B. Curtz Memorial Scholarship, University of Kentucky, 2018
ACM student travel grants (for ACM MM), 2016
The National Scholarship, 2008-2011
Excellent Student Scholarship, First Prize, Northwestern Polytechnical University, 2008-2010, 2013-2015
Excellent Bachelor’s Degree Thesis, Northwestern Polytechnical University, 2011
Outstanding Bachelor Graduate Student, Northwestern Polytechnical University, 2011
China Undergraduate Advanced Mathematics Contest, Second Prize, Shaanxi competition area, 2008
Programming Skills
Python, C/C++, Matlab
Pytorch, OpenCV, OpenGL