Mingyang Zhao(赵明阳)

I am currently an assistant researcher at the Beijing Academy of Artificial Intelligence (BAAI) and the National Laboratory of Pattern Recognition of the Institute of Automation, Chinese Academy of Sciences (CAS), working with Prof. Tiejun Huang and Prof. Dong-Ming Yan. Before that I attained the Phd degree at the Academy of Mathematics and Systems Science, Chinese Academy of Sciences (AMSS) and University of Chinese Academy of Sciences (UCAS), under the supervision of Prof. Xiaohong Jia.

Email  /  Google Scholar  /  ResearchGate  /  Github

profile photo

Highlights

  • One paper 'CMG-Net: Robust Normal Estimation for Point Clouds via Chamfer Normal Distance and Multi-scale Geometry'got accepted by AAAI 24.
  • One paper 'Accurate and Robust Registration of Low Overlapping Point Clouds'got accepted by Computers & Graphics.
  • One paper 'Structure-Aware Surface Reconstruction via Primitive Assembly'got accepted by ICCV 23.
  • One paper 'Coherent Chord Computation and Cross Ratio for Accurate Ellipse Detection'got accepted by PR.
  • One paper 'Accurate Registration of Cross-Modality Geometry via Consistent Clustering'got accepted by TVCG.

Research

My research interest includes statistical machine learning (especially probablistic modeling), robust estimation, Gaussian processes, and their applications on (3D) computer vision, computer graphics, as well as pattern recognition.

Structure–Aware Surface Reconstruction via Primitive Assembly
Jingen Jiang*, Mingyang Zhao*, Shiqing Xin, Yanchao Yang, Hanxiao Wang, Xiaohong Jia, Dong-Ming Yan (* Equal Contribution)
ICCV, 2023
[Paper] [Code]
Coherent Chord Computation and Cross Ratio for Accurate Ellipse Detection
Mingyang Zhao, Xiaohong Jia, Lei Ma, Li-Ming Hu, Dong-Ming Yan
Pattern Recognition, 2023
[Paper] [Dataset]
Accurate Registration of Cross-Modality Geometry via Consistent Clustering
Mingyang Zhao, Xiaoshui Huang, Jingen Jiang, Luntian Mou, Dong-Ming Yan, Lei Ma
IEEE Transactions on Visualization and Computer Graphics, 2023
[Paper] [Code]
Mesh Generation for Self-intersecting Rational Parametric Surfaces
Zheng Zeng, Xiaohong Jia, Mingyang Zhao, Shiqing Xin, Dong-Ming Yan
Journal of Computer-Aided Design & Computer Graphics, 2023
[Paper]
GraphReg: Dynamical Point Cloud Registration with Geometry-aware Graph Signal Processing
Mingyang Zhao, Lei Ma, Xiaohong Jia, Dong-Ming Yan, Tiejun Huang
IEEE Transactions on Image Processing, 2022
[Paper] [Code]
GraphFit: Learning Multi-scale Graph-Convolutional Representation for Point Cloud Normal Estimation
Keqiang Li*, Mingyang Zhao*, Huaiyu Wu, Dong-Ming Yan, Zhen Shen, Fei-Yue Wang, Gang Xiong (* Equal Contribution)
ECCV, 2022
[Paper] [Code]
EDSF: Fast and Accurate Ellipse Detection via Disjoint-set Forest
Jingen Jiang*, Mingyang Zhao*, Zeyu Shen, Dong-Ming Yan
IEEE International Conference on Multimedia and Expo (ICME) (Oral), 2022
[Paper] [Code]
Robust Ellipsoid-specific Fitting via Expectation Maximization
Mingyang Zhao, Xiaohong Jia, Lei Ma, Xinling Qiu, Xin Jiang, Dong-Ming Yan
British Machine Vision Conference (BMVC), 2022
[Paper] [Code] [Presentation]
Robust Multi-view Registration of Point Sets with Laplacian Mixture Model
Jin Zhang, Mingyang Zhao, Xin Jiang, Dong-Ming Yan
Asian Conference of Pattern Recognition (ACPR) (Oral), 2022
[Paper]
Combining Convex Hull and Directed Graph for Fast and Accurate Ellipse Detection
Zeyu Shen, Mingyang Zhao, Xiaohong Jia, Dong-Ming Yan
Graphical Models, Vol. 116, 2021
[Paper] [Code]
Consistent Chord Computation and Cross Ratio for Ellipse Detection
Mingyang Zhao, Xiaohong Jia, Yuan Liang, Dong-Ming Yan
International Journal of Computer Vision (Under review), 2021
Robust Ellipse Fitting Using Hierarchical Gaussian Mixture Models
Mingyang Zhao, Xiaohong Jia, Lubin Fan, Yuan Liang, Dong-Ming Yan
IEEE Transactions on Image Processing, Vol. 30, 3828-3843, 2021
[Paper] [Code]
An Occlusion-Resistant Circle Detector Using Inscribed Triangles
Mingyang Zhao, Xiaohong Jia, Dong-Ming Yan
Pattern Recognition, Vol. 109, January 2021
[Paper] [Code]
Using Convex Hull for Fast and Accurate Ellipse Detection
Zeyu Shen, Mingyang Zhao, Xiaohong Jia, Dong-Ming Yan
ACM Siggraph Posters, 2020
[Paper]
Enumerating the Morphology of Non-Degenerate Darboux Cyclides
Mingyang Zhao, Xiaohong Jia, Changhe Tu, Bernard Mourrain, Wenping Wang
Computer Aided Geometric Design, Vol.75, 2019
[Paper]

Awards

  • 2022 Outstanding Ph.D. Thesis Award of Chinese Academy of Sciences (中国科学院优秀博士论文)
  • 2021 President Award of Chinese Academy of Sciences (中国科学院院长奖优秀奖)
  • 2020 Grand Phd Scholarship of Saudi Arabian (阿美奖学金特等奖)

Professional Activities

  • Reviewer: CVPR 2023, ICCV 2023
  • Reviewer: CVPR 2022, ECCV 2022, AAAI 2022, CVM 2022, GDC 2022
  • Reviewer: IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
  • Reviewer: IEEE Transactions on Image Processing (TIP)
  • Reviewer: Pattern Recognition (PR)
  • Reviewer: The Visual Computer (TVCJ)
  • Reviewer: Journal of Computer Science and Technology (JCST)