Mingyang Zhao 赵明阳

I am currently a Research Assistant Professor at Centre for Artificial Intelligence and Robotics (CAIR) Hong Kong Institute of Science & Innovation, Chinese Academy of Sciences. Previously, I was a Postdoctoral Research Fellow at 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.

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Highlights

  • 18/6/2024 Two papers got accepted by MICCAI 2024.
  • 13/6/2024 One paper 'Geometry-Guided Neural Implicit Surface Reconstruction' got accepted by TCSS.
  • I will serve as an Associate Editor for The Visual Computer.
  • One paper 'Correspondence-Free Non-Rigid Point Set Registration Using Unsupervised Clustering Analysis' got accepted by CVPR 2024.
  • Two papers 'VQ-CAD: Computer-Aided Design Model Generation with Vector Quantized Diffusion' & 'Interactive Reverse Engineering of CAD Models' got accepted by International Conference on Geometric Modeling and Processing (GMP) 2024.

Research

My research interests revolve around statistical machine learning, with a particular focus on probabilistic modeling, robust estimation, and their applications in computer vision (including 3D vision), computer graphics, and pattern recognition. If my work aligns with your interests, I would be delighted to explore potential collaborations and discuss opportunities on relevant topics. Please feel free to reach out to me!

Preprint

EchoMEN: Combating Data Imbalance in Ejection Fraction Regression via Multi-Expert Network
Song Lai, Mingyang Zhao, Zhe Zhao, Shi Chang, Xiaohua Yuan, Hongbin Liu, Qingfu Zhang, Gaofeng Meng
MICCAI, 2024
Force Sensing Guided Artery-Vein Segmentation via Sequential Ultrasound Images
Yimeng, Geng, Gaofeng Meng, Mingcong Chen, Guanglin Cao, Mingyang Zhao, Jianbo Zhao, Hongbin Liu
MICCAI, 2024

Full Paper Publications

Correspondence-Free Non-Rigid Point Set Registration Using Unsupervised Clustering
Mingyang Zhao, Jingen Jiang, Lei Ma, Shiqing Xin, Gaofeng Meng, Dong-Ming Yan, CVPR (Selected as Highlight), 2024
[Paper] [Code] [Poster] [Project]
Interactive Reverse Engineering of CAD Models
Zhenyu Zhang*, Mingyang Zhao*, Zeyu Shen, Yuqing Wang, Xiaohong Jia, Dong-Ming Yan (* Equal Contribution)
Computer-Aided Geometric Design (Proc. of GMP), 2024
[Paper] [Presentation]
VQ-CAD: Computer-Aided Design Model Generation with Vector Quantized Diffusion
Hanxiao Wang, Mingyang Zhao#, Yiqun Wang, Weize Quan#, Dong-Ming Yan (# Corresponding Author)
Computer-Aided Geometric Design (Proc. of GMP), 2024
[Paper]
Improving Ellipse Fitting via Multi-scale Smoothing and Key-point Searching
Xiaodiao Chen, Cheng Qian Mingyang Zhao#, Junhai Yong, Dong-Ming Yan (# Corresponding Author)
Pattern Recognition, 2024
[Paper] [Code]
ResGEM: Multi-scale Graph Embedding Network for Residual Mesh Denoising
Ziqi Zhou, Mengke Yuan#, Mingyang Zhao#, Jianwei Guo, Dong-Ming Yan (# Corresponding Author)
IEEE Transactions on Visualization and Computer Graphics, 2024
[Paper] [Code]
CMG-Net: Robust Normal Estimation for Point Clouds via Chamfer Normal Distance and Multi-scale Geometry
Yingrui Wu*, Mingyang Zhao*, Keqiang Li, Weize Quan, Tianqi Yu, Jianfeng Yang, Xiaohong Jia, Dong-Ming Yan (* Equal Contribution)
AAAI, 2024
[Paper] [Code]
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, 2024
[Paper] [Dataset]
Accurate and Robust Registration of Low Overlapping Point Clouds
Jieyin Yang, Mingyang Zhao, Yingrui Wu, Xiaohong Jia
Computers & Graphics, 2024
[Paper]
FFCM-MRF: An Accurate and Generalizable Cerebrovascular Segmentation Pipeline for Humans and Rhesus Monkeys based on TOF-MRA
Yue Cui, Haibin Huang, Jialu Liu, Mingyang Zhao, Chengyi Li, Xinyong Han, Na Luo, Jinquan Gao, Dong-Ming Yan, Chen Zhang, Tianzi Jiang, Shan Yu
Computers in Biology and Medicine, 2024
[Paper]
A Triple-Stage Robust Ellipse Fitting Algorithm Based on Outlier Removal
Chenrong Long, Qinglei Hu, Mingyang Zhao, Dongyu Li, Zhenchao Ouyang, Dong-Ming Yan
IEEE Transactions on Instrumentation and Measurement, 2023
[Paper]
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]
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

Editorial Board

  • The Visual Computer (TVCJ), Associate Editor (2024 - )

Paper Reviewer

  • Reviewer: CVPR 2023, ICCV 2023, CVPR2024, ECCV2024, MICCAI 2024, ACCV 2024
  • 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)

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