Qixing Huang
Associate Professor
Research
His research spans the fields of computer vision, computer graphics, and machine learning.
In particular, his recent focus is on developing machine learning algorithms (particularly deep learning) that leverage Big Data to solve core problems in computer vision, computer graphics and computational biology.
Dr. Huang is also interested in statistical data analysis, compressive sensing, low-rank matrix recovery, and large-scale optimization, which provides theoretical foundation for his research.
Select Publications
2021, October. ARAPReg: An As-Rigid-As Possible Regularization Loss for Learning Deformable Shape Generators. International Conference on Computer Vision (ICCV).Bo Sun, Xiangru Huang, , Zaiwei Zhang, Junfeng Jiang, Qixing Huang, and Chandrajit Bajaj. ARAPReg: An As-Rigid-As Possible Regularization Loss for Learning Deformable Shape Generators. International COnference on Computer Vision (or ICCV) 2021.
.2020. Uncertainty Quantification for Multi-Scan Registration. ACM Transactions on Graphics, 39(4), Proceedings of ACM SIGGRAPH 2020..Xiangru Huang, Zhenxiao Liang, and Qixing Huang . Uncertainty Quantification for Multi-Scan Registration ACM Transactions on Graphics, 39(4), Proceedings of ACM SIGGRAPH 2020.
.2019. Path-Invariant Map Networks.. Computer Vision and Pattern Recognition (or CVPR) 2019..Zaiwei Zhang, Zhenxiao Liang, Lemeng Wu, Xiaowei Zhou, and Qixing Huang. Path-Invariant Map Networks. Computer Vision and Pattern Recognition (or CVPR) 2019. Oral Presentation and Best Paper Finalist .
.2013. Consistent Shape Maps via Semidefinite Programming. Computer Graphics Forum, Volume 32(5) (Proc. Symposium on Geometry Processing ). (Best Paper Award)..Qixing Huang and Leonidas Guibas. Consistent Shape Maps via Semidefinite Programming. Computer Graphics Forum, Volume 32(5) (Proc. Symposium on Geometry Processing ). (Best Paper Award).
.2006. Reassembling Fractured Objects by Geometric Matching.. ACM Transactions on Graphics 25(3) (Proc. SIGGRAPH 2006)..Qixing Huang. Simon Flory, Nathsha Gelfand, Michael Hofer, and Helmut Pottmann. Reassembling Fractured Objects by Geometric Matching. ACM Transactions on Graphics 25(3) (Proc. SIGGRAPH 2006).
.Awards & Honors
- 2021 - NSF Career award
- 2019 - IJCAI Career Spotlight
- 2019 - CVPR Best Paper Finalist
- 2018 - The best dataset award at the Symposium on Geometry Processing
- 2013 - Symposium on Geometry Processing Best Paper Award
- 2011 - Computer Aided Geometric Design Most Cited Paper Award
- 2010 - Computer Aided Geometric Design Most Cited Paper Award