Highlights
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19/7/2024 One paper 'A Bayesian Approach Toward Robust Multidimensional Ellipsoid-Specific Fitting' got accepted by TPAMI.
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18/6/2024 Two papers got accepted by MICCAI 2024.
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13/6/2024 One paper 'Geometry-Guided Neural Implicit Surface Reconstruction' got accepted by TCSS.
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I will serve as an Associate Editor for The Visual Computer.
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One paper 'Correspondence-Free Non-Rigid Point Set Registration Using Unsupervised Clustering Analysis' got accepted by CVPR 2024.
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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!
Collaboration
I also mentor students and am passionate to collaborate with people on amazing research projects/ideas. If you would like to collaborate with me, 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
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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
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Full Paper Publications
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Geometry-Guided Neural Implicit Surface Reconstruction
Keqiang Li,
Huaiyu Wu,
Mingyang Zhao,
Qihang Fang,
Jian Yang,
Ao Zhang,
Zhen Shen,
Gang Xiang,
Fei-Yue Wang
IEEE Transactions on Computational Social Systems, 2024
[Paper]
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A Bayesian Approach Toward Robust Multidimensional Ellipsoid-Specific Fitting
Mingyang Zhao,
Xiaohong Jia,
Lei Ma,
Yuke Shi,
Jingen Jiang,
Qizhai Li,
Dong-Ming Yan,
Tiejun Huang
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024
[Paper]
[Code]
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Correspondence-Free Non-Rigid Point Set Registration Using Unsupervised Clustering
Mingyang Zhao,
Jingen Jiang,
Lei Ma,
Shiqing Xin,
Gaofeng Meng,
Dong-Ming Yan
CVPR (Highlight, ~3% acceptance rate), 2024
[Paper]
[Code]
[Poster]
[Project]
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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]
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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]
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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]
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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]
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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]
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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]
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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]
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Accurate and Robust Registration of Low Overlapping Point Clouds
Jieyin Yang,
Mingyang Zhao,
Yingrui Wu,
Xiaohong Jia
Computers & Graphics, 2024
[Paper]
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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]
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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]
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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]
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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]
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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]
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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]
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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]
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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]
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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]
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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]
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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]
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An Occlusion-Resistant Circle Detector Using Inscribed Triangles
Mingyang Zhao,
Xiaohong Jia,
Dong-Ming Yan
Pattern Recognition, Vol. 109, January 2021
[Paper]
[Code]
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Using Convex Hull for Fast and Accurate Ellipse Detection
Zeyu Shen,
Mingyang Zhao,
Xiaohong Jia,
Dong-Ming Yan
ACM Siggraph Posters, 2020
[Paper]
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Enumerating the Morphology of Non-Degenerate Darboux Cyclides
Mingyang Zhao,
Xiaohong Jia,
Changhe Tu,
Bernard Mourrain,
Wenping Wang
Computer Aided Geometric Design, 2019
[Paper]
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Awards
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2024 Nomination for the Zhong Jiaqing Mathematics Prize of the Chinese Mathematical Society
(中国数学会钟家庆数学奖提名)
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2022 Outstanding Ph.D. Thesis Award of Chinese Academy of Sciences (中国科学院优秀博士论文)
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2021 President Award of Chinese Academy of Sciences (中国科学院院长奖优秀奖)
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2020 Grand Phd Scholarship of Saudi Arabian (阿美奖学金特等奖)
Professional Activities
Editorial Board
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The Visual Computer (TVCJ), Associate Editor (2024 - )
Paper Reviewer
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Reviewer: CVPR 2023, ICCV 2023, CVPR2024, ECCV2024, MICCAI 2024, ACCV 2024, NeurIPS 2024
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Reviewer: CVPR 2022, ECCV 2022, AAAI 2022, CVM 2022, GDC 2022
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Reviewer: IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
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Reviewer: IEEE Transactions on Image Processing (TIP)
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Reviewer: Transactions on Intelligent Transportation Systems (ITS)
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Reviewer: IEEE Transactions on Automation Science and Engineering (TASE)
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Reviewer: Computer Aided Geometric Design (CAGD)
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Reviewer: Pattern Recognition (PR)
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Reviewer: The Visual Computer (TVCJ)
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Reviewer: Journal of Computer Science and Technology (JCST)
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