General

Meng Weiliang, Associate Professor, Master Supervisor, Institute of Automation, Chinese Academy of Sciences

Email: weiliang.meng@ia.ac.cn

Mailing address: Building of Intelligence, 95 Zhongguancun East Road, Haidian District, Beijing

Postal Code: 100190


Research Areas

I’m from the State Key Laboratory of Multimodal Artificial Intelligence Systems, Institute of Automation, Chinese Academy of Sciences, also  a Distingushed Member of the China Computer Federation (CCF), with primary research interests in computer graphics, computer vision, point cloud processing, deep learning, artificial intelligence, and unmanned driving environment perception. I have led and participated in numerous national key R&D programs, National 863 Projects, National Natural Science Foundation Key Fund, General Fund, Youth Fund, and Postdoctoral Fund, among others. I have been awarded the Second Prize of the Science and Technology Progress Award by the China Graphics Society and the Second Prize of the Excellent Research Achievement Award (Science and Technology) by the Ministry of Education of China.

I have published more than one hundred papers in international and domestic journals and conferences, including AAAI Conference, Siggraph Asia Conference, ICCV Conference, MICCAI Conference, ACM MM Conference, IEEE VR Conference, IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) journal, IEEE Transactions on Image Processing (TIP) journal, IEEE Transactions on Geoscience and Remote Sensing (TGRS) journal, IEEE Transactions on Multimedia (TOM) journal, ISPRS Journal of Photogrammetry and Remote Sensing, Computer Graphics Forum (CGF) journal, etc. I hold one granted international patent and over twenty domestic patents, with multiple domestic patents filed.

Education

2006/09--2010/7 Institute of Software, Chinese Academy of Sciences Doctorate  of Computer Application 

2009/05—2009/06 University of Macau visit scholar

2007/09--2007/10 University of Macau visit scholar

2003/09--2006/03 Tianjin University Master  of Computer Application

1999/09--2003/07 Civil Aviation University of China Bachelor of Computer Science And Technology  


Experience


Work Experience

2016.10-present Institute of Automation, Chinese Academy of Sciences, Associate Professor

2014.7-2016.10 Institute of Automation, Chinese Academy of Sciences, Assitant Professor

2012.12-2013.01 University of Girona, Spain, Visit Scholar

2010.7-2014.6 Institute of Automation, Chinese Academy of Sciences, Post doctor


Publications


Papers

Current publications


1. Cross-lingual font style transfer with full-domain convolutional attention, Pattern Recognition, 2024, 5th author

2. ROMOT: Referring-expression-comprehension Open-set Multi-Object Tracking, The Visual Computer, 2024, 4th author, corresponding author

3. Arbitrary style transfer via multi-feature correlation, Computers & Graphics, 2024, 5th author

4. Exploring Intrinsic Discrimination and Consistency for Weakly Supervised Object Localization, IEEE Transactions on Image Processing, 2024, 4th author, corresponding author

5. FEKNN: A Wi-Fi Indoor Localization Method Based on Feature Enhancement and KNN, The International Conference on Wireless Artificial Intelligent Computing Systems and Applications (WASA), 2024, 4th author, corresponding author

6. Diff-PCG: Diffusion Point Cloud Generation with Continuous Normalizing Flow, The Visual Computer, 2024, 2nd author

7. HIDE: Hierarchical Iterative Decoding Enhancement for Multi-view 3D Human Parameter Regression, Computer Animation and Virtual Worlds, 2024, 3rd author, corresponding author

8. A Survey on Soccer Player Detection and Tracking with Videos, The Visual Computer, 2024, 7th author

9. Two-particle Debris Flow Simulation Based on SPH, Computer Animation and Virtual Worlds, 2024, 6th author

10. Research Progress on Environmental Object Detection Integrating Point Clouds and Images, Journal of Image and Graphics, 2024, 3rd author, corresponding author

11. De-NeRF: Ultra-High-Definition NeRF with Deformable Net Alignment, Computer Animation and Virtual Worlds, 2024, 4th author

12. DefFusion: Deformable Multimodal Representation Fusion for 3D Semantic Segmentation, 2024 IEEE International Conference on Robotics and Automation, 2024, 6th author, corresponding author

13. Soccer player tracking and data correction based on attention with full-field videos, The Visual Computer, 2024, 7th author

14. Token Masking Transformer for Weakly Supervised Object Localization, IEEE Transactions on Multimedia, 2024, 5th author

15. Soccer Match Broadcast Video Analysis Method Based on Detection and Tracking, Computer Animation and Virtual Worlds, 2024, 6th author, corresponding author

16. AG-SDM: Aquascape Generation based on Stable Diffusion Model with Low-Rank Adaptation, Computer Animation and Virtual Worlds, 2024, 6th author, corresponding author

17. SocialVis: Dynamic Social Visualization in Dense Scenes via Real-time Multi-Object Tracking and Proximity Graph Construction, Computer Animation and Virtual Worlds, 2024, 4th author, corresponding author

18. SkinFormer: Learning Statistical Texture Representation with Transformer for Skin Lesion Segmentation, Journal of Biomedical and Health Informatics (JBHI), 2024, 5th author, corresponding author

19. DTTCNet: Time-to-Collision Estimation with Autonomous Emergency Braking Using Multi-Scale Transformer Network, Transactions on Mobile Computing, 2024, 5th author

20. Wave-Like Class Activation Map With Representation Fusion for Weakly-Supervised Semantic Segmentation, IEEE Transactions on Multimedia, 2023, 4th author, corresponding author

21. Self Correspondence Distillation For End-to-End Weakly-Supervised Semantic Segmentation, Association for the Advance of Artificial Intelligence (AAAI), 2023, 5th author, corresponding author

22. RSSFormer: Foreground Saliency Enhancement for Remote Sensing Land-Cover Segmentation, IEEE Transactions on Image Processing, 2023, 5th author

23. HTCViT: An effective network for image classification and segmentation based on natural disaster datasets, The Visual Computer (CGI 2023 special issue), 2023, 4th author, corresponding author

24. DomainFeat: Learning Local Features with Domain Adaptation, IEEE Transactions on Circuits and Systems for Video Technology, 2023, 4th author

25. SCOOT: Self-supervised Centric Open-set Object Tracking, SIGGRAPH ASIA, 2023, 2nd author, corresponding author

26. Sand Painting Conversion based on Detail Preservation, Computer & Graphics, 2023, 3rd author

27. Towards accurate and efficient road extraction by leveraging the characteristics of road shapes, IEEE Transactions on Geoscience and Remote Sensing, 2023, 4th author, corresponding author

28. Accurate Lung Nodule Segmentation with Detailed Representation Transfer and Soft Mask Supervision, IEEE Transactions on Neural Networks and Learning Systems, 2023, 4th author, corresponding author

29. Attention Weighted Local Descriptors, IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023, 5th author

30. Lightweight Semantic Architecture Modeling by 3D Feature Line Detection, Remote Sensing, 2023, 4th author

31. Automatic polyp segmentation via image-level and surrounding-level context fusion deep neural network, Engineering Applications of Artificial Intelligence, 2023, 4th author, corresponding author

32. An Efficient Non-iterative SPH Fluid Simulation Method with Variable Smooth Length, Visual Computing for Industry, Biomedicine, and Art, 2023, 3rd author, corresponding author

33. FeaCo: Reaching Robust Feature-Level Consensus in Noisy Pose Conditions, ACM Multimedia 2023, 2023, 4th author, corresponding author

34. Triple Robustness Augmentation Local Features for multi-source image registration, ISPRS Journal of Photogrammetry and Remote Sensing, 2023, 5th author

35. Physics-Based Modeling and Fluttering Dynamic Process Simulation for Catkins, Forests, 2023, 6th author

36. Treating Pseudo-labels Generation as Image Matting for Weakly Supervised Semantic Segmentation, International Conference on Computer Vision 2023, 2023, 4th author, corresponding author

37. Audio-Driven Lips and Expression on 3D Human Face, Computer Graphics International 2023, 2023, 3rd author, corresponding author

38. RC-Net: Row and Column Network with Text Feature for Parsing Floor Plan Images, Journal of Computer Science and Technology, 2023, 2nd author

39. Dual-stream Representation Fusion Learning for accurate medical image segmentation, Engineering Applications of Artificial Intelligence, 2023, 4th author, corresponding author

40. CNDesc: Cross Normalization for Local Descriptors Learning, IEEE Transactions on Multimedia, 2022, 4th author, corresponding author

41. Instance segmentation of biological images using graph convolutional network, Engineering Applications of Artificial Intelligence, 2022, 5th author, corresponding author

42. SoftGAN: Towards Accurate Lung Nodules Segmentation via Soft Mask Supervision, IEEE International Conference on Multimedia and Expo (ICME), 2022, 4th author, corresponding author

43. MTLDesc: Looking Wider to Describe Better, AAAI Conference on Artificial Intelligence (AAAI), 2022, 5th author, corresponding author

44. Multi-view 3D Human Physique Dataset Construction For Robust Digital Human Modeling of Natural Scenes, International Conference on Communication and Information Processing (ICCIP 2022), 2022, 5th author

45. MFFNet: Multi-Receptive Field Fusion Net for Microscope Steel Grain Grading, 2022 the 8th International Conference on Communication and Information Processing (ICCIP 2022), 2022, 4th author

46. GeoROS: Georeferenced Real-time Orthophoto Stitching with Unmanned Aerial Vehicle, The 2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2022), 2022, 5th author, corresponding author

47. Triple-strip attention mechanism-based natural disaster images classification and segmentation, Visual Computer, 2022, 4th author, corresponding author

48. DomainDesc: Learning Local Descriptors with Domain Adaptation, 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2022, 6th author, corresponding author

49. Driving EEG based multilayer dynamic brain network analysis for steering process, Expert Systems with Applications, 2022, 2nd author

50. DA-Net: Dual Branch Transformer and Adaptive Strip Upsampling for Retinal Vessels Segmentation, The 25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2022), 2022, 4th author, corresponding author

51. Intelligent Face Search Based on Mixed Feature Clustering and Keypoint Detection, Integrated Technology, 2022, 4th author

52. Towards Effective Adversarial Attack on Point Cloud for 3D Classification, IEEE International Conference on Multimedia and Expo (ICME) 2021, 2021, 2nd author

53. DC-Net: Dual Context Network for 2D Medical Image Segmentation, Medical Image Computing and Computer Assisted Intervention - MICCAI 2021, PT I, 2021, 4th author

54. Intelligent annotation for image sequences and videos, 2021 IEEE International Conference on Virtual Reality and Visualization (ICVRV) Best Paper Award, 2021, 5th author, corresponding author

55. Visual Odometry Solution for Multi-Eye Fisheye Camera Systems, Journal of Stereology and Image Analysis, 2021, 2nd author, corresponding author

56. A practical framework of multi-person 3D human pose estimation with a single RGB camera, IEEE VR 2021 Poster, 2021, 4th author, corresponding author

57. Data-driven floor plan understanding in rural residential buildings via deep recognition, Information Sciences, 2021, 4th author

58. Method for 3D Reconstruction of Individual Trees Based on Ground Laser Point Cloud Data, Journal of Nanjing Forestry University (Natural Science Edition), 2021, 3rd author

59. Floor plan recognition and semantic layout analysis based on a convolutional neural network, Journal of Stereology and Image Analysis, 2020, 5th author

60. Efficient Joint Gradient Based Attack Against SOR Defense for 3D Point Cloud Classification, Proceedings of the 28th ACM International Conference on Multimedia (MM ’20), 2020, 2nd author

61. Unsupervised Multi-View Constrained Convolutional Network for Accurate Depth Estimation, IEEE TRANSACTIONS ON IMAGE PROCESSING, 2020, 5th author, corresponding author  

62. 3D Point Cloud Analysis and Classification in Large-Scale Scene Based on Deep Learning, IEEE ACCESS, 2019, 2nd author  

63. Parameter Optimization Criteria Guided 3D Point Cloud Classification, MULTIMEDIA TOOLS AND APPLICATIONS, 2019, 2nd author  

64. Accurate 3D Locating and Tracking of Basketball Players from Multiple Videos, SA'18: SIGGRAPH ASIA 2018 TECHNICAL BRIEFS, 2018, 1st author  

65. Large-Scale 3D Point Cloud Classification Based on Feature Description Matrix by CNN, PROCEEDINGS OF THE 31ST INTERNATIONAL CONFERENCE ON COMPUTER ANIMATION AND SOCIAL AGENTS CASA 2018, 2018, 2nd author  

66. Accurate Blind Deblurring Using Salient Patch-Based Prior for Large-Size Images, MULTIMEDIA TOOLS AND APPLICATIONS, 2018, 4th author  

67. Maximizing Poisson Disk Sampling Based on Sampling Radius Optimization, SCIENTIA SINICA INFORMATIONIS, 2017, 4th author  

68. Real-Time Depth Rendering Method Based on Fast Guided Filtering, CHINESE JOURNAL OF STEREOLOGY AND IMAGE ANALYSIS, 2017, 3rd author  

69. End-to-End Pedestrian Detection in Surveillance Scenes Based on Improved RPN Deep Network, CHINESE JOURNAL OF STEREOLOGY AND IMAGE ANALYSIS, 2017, 3rd author  

70. Maximizing Poisson Disk Sampling Based on Sampling Radius Optimization, SCIENCE CHINA: INFORMATION SCIENCES, 2017, 4th author  

71. Building Extraction from Remotely Sensed Images by Integrating Saliency Cue, IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2017, 3rd author  

72. Shape Exploration of 3D Heterogeneous Models Based on Cages, MULTIMEDIA TOOLS AND APPLICATIONS, 2017, 1st author, corresponding author  

73. Tree Branch Level of Detail Models for Forest Navigation, COMPUTER GRAPHICS FORUM, 2017, 3rd author  

74. Visualization of Tomato Growth Based on Dry Matter Flow, INTERNATIONAL JOURNAL OF COMPUTER GAMES TECHNOLOGY, 2017, 3rd author  

75. 3D Point Cloud Classification Based on Discrete Conditional Random Field, Edutainment 2017, Runner-up for Best Paper Award, 2017, 3rd author  

76. Analyzing Surface Sampling Patterns Using the Localized Pair Correlation Function, COMPUTATIONAL VISUAL MEDIA, 2016, 4th author  

77. A Survey on Processing of Large-Scale 3D Point Clouds, EDUTAINMENT 2016, 2016, 2nd author  

78. Algorithm of Sand Painting Simulation Based on Kinect, 2016 INTERNATIONAL CONFERENCE ON VIRTUAL REALITY AND VISUALIZATION ICVRV 2016, 2016, 6th author  

79. Maximal Poisson-Disk Sampling via Sampling Radius Optimization, SIGGRAPH ASIA 2016 Posters, 2016, 5th author  

80. Optimized Shape Semantic Graph Representation for Object Understanding and Recognition in Point Clouds, OPTICAL ENGINEERING, 2016, 3rd author  

81. 3D Shape Retrieval Using Viewpoint Information-Theoretic Measures, COMPUTER ANIMATION AND VIRTUAL WORLDS, 2015, 3rd author  

82. A Fast Algorithm for Image Edge-Preserving Smoothing Using Second Order Smoothness Prior, HIGH-TECH COMMUNICATIONS, 2014, 2nd author  

83. The Extraction of Feature Lines on 3D Models: A Survey, 2014 INTERNATIONAL CONFERENCE ON VIRTUAL REALITY AND VISUALIZATION ICVRV2014, 2014, 2nd author  

84. Perception-Motivated Multiresolution Rendering on Sole-Cube Maps, MULTIMEDIA TOOLS AND APPLICATIONS, 2014, 2nd author  

85. A Survey on Recent Approaches to Mesh Compression, ICVRV 2014: INTERNATIONAL CONFERENCE ON VIRTUAL REALITY AND VISUALIZATION, 2014, 2nd author  

86. Somatosensory Interaction for Real-Time Large Scale Roaming, 12TH ACM INTERNATIONAL CONFERENCE ON VIRTUAL REALITY CONTINUUM AND ITS APPLICATIONS IN INDUSTRY VRCAI2013, 2013, 2nd author  

87. Statistical Learning Based Facial Animation, JOURNAL OF ZHEJIANG UNIVERSITY SCIENCE C: COMPUTER SCIENCE & ELECTRONICS, 2013, 3rd author  

88. Sketch-Based Design for Green Geometry and Image Deformation, MULTIMEDIA TOOLS AND APPLICATIONS, 2013, 2nd author  

89. Viewpoint Information-Theoretic Measures for 3D Shape Similarity, 12TH ACM INTERNATIONAL CONFERENCE ON VIRTUAL REALITY CONTINUUM AND ITS APPLICATIONS IN INDUSTRY VRCAI2013, 2013, 3rd author  

90. Rotational Invariant Face Detection on a Mobile Device, 2013 INTERNATIONAL CONFERENCE ON VIRTUAL REALITY AND VISUALIZATION, 2013, 2nd author  

91. An Interactive Warping Method for Multi-Channel VR Projection Display Systems with Quadric Surface Screens, 2013 INTERNATIONAL CONFERENCE ON VIRTUAL REALITY AND VISUALIZATION, 2013, 2nd author  

92. Statistical Learning Based Facial Animation, JOURNAL OF ZHEJIANG UNIVERSITY SCIENCE C, 2013, 3rd author  

93. Cage-Based Tree Deformation, EDUTAINMENT TECHNOLOGIES. EDUCATIONAL GAMES AND VIRTUAL REALITY/AUGMENTED REALITY APPLICATIONS, LECTURE NOTES IN COMPUTER SCIENCE, 2011, 2nd author  

94. Multicage Image Deformation on GPU, VRCAI 2011, 2011, 1st author  

95. MCGIM-Based Model Streaming for Real-Time Progressive Rendering, JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, 2011, 2nd author  

96. Hardware Instancing for Real-Time Realistic Forest Rendering, ACM SIGGRAPH ASIA, 2011, 2nd author  

97. Differential Geometry Images: Remeshing and Morphing with Local Shape Preservation, VISUAL COMPUTER, 2010, 11th author  

98. Robust Discovery of Partial Rigid Symmetries on 3D Models, ACM SIGGRAPH ASIA, 2010, 3rd author  

99. An Improved Approach for Generation of Intermediate Deformation Models in Shape Space, COMPUTER AIDED DESIGN AND GRAPHICS, 2009, 1st author  

100. Real-Time Approximate Soft Shadow Rendering on GPU, COMPUTER AIDED DESIGN AND GRAPHICS, 2009, 2nd author  

101. Interactive Image Deformation Using Cage Coordinates on GPU, Proceedings of the 8th International Conference on Virtual Reality Continuum and its Applications in Industry, 2009, 1st author, corresponding author  

102. Planar Texture Rectification and Mapping Based on Reconstruction from Two Views, CHINESE JOURNAL OF IMAGE AND GRAPHICS, 2005, 1st author

Patents

1. A target detection method and device based on collaborative perception noise-robust pose correction, 

Invention Patent, 2023, 2nd author, Patent Number: 202310935557.3


2. A feature map weighting method and device based on three-band attention mechanism, 

Invention Patent, 2022, 3rd author, Patent Number: 202210579586.6


3. Orthogonal image generation method, device, and electronic device, 

Invention Patent, 2022, 3rd author, Patent Number: 202210457324.2


4. Local descriptor generation method, device, electronic device, and computer program product, 

Invention Patent, 2022, 4th author, Patent Number: 202210307718.X


5. Lesion detection system using a semi-supervised lesion detection network based on active selection, 

Invention Patent, 2021, 4th author, Patent Number: CN111612770B


6. Unsupervised depth prediction method, system, and device for multi-view image consistency, 

Patent Granted, 2021, 3rd author, Patent Number: CN111476835B


7. Adversarial sample generation method, system, and device for outlier removal, 

Patent Granted, 2021, 2nd author, Patent Number: CN111914946B


8. Interest point and descriptor extraction method based on joint feature recombination and feature blending, 

Invention Patent, 2020, 3rd author, Patent Number: CN111612075A


9. Procedural plant model reconstruction method based on multi-view images, 

Patent Granted, 2019, 4th author, Patent Number: CN109285217A


10. Roof segmentation method, system, and device based on multi-resolution 3D statistical information, 

Patent Granted, 2019, 2nd author, Patent Number: CN109242855A


11. Roof segmentation method, system, and device based on multi-scale 3D prior information, 

Patent Granted, 2019, 2nd author, Patent Number: CN109215049A


12. Image motion blur removal method based on salient image block analysis, 

Patent Granted, 2018, 5th author, Patent Number: CN108154488A


13. Three-dimensional digital tree growth modeling method constrained by lighting and growth equations, 

Invention Patent, 2017, 5th author, Patent Number: CN107507268A


14. Method for real-time and realistic rendering of complex scenes on the internet, 

Invention Patent, 2017, 4th author, Patent Number: US09773343B2


15. Fixed-point two-dimensional equi-radius maximum Poisson disk sampling method and system, 

​Patent Granted, 2016, 1st author, Patent Number: CN106204742A


16. Tomato plant modeling method based on BP neural network, 

Invention Patent, 2016, 3rd author, Patent Number: CN105303606A


17. Automatic disassembly method for an assembly, 

Invention Patent, 2013, 3rd author, Patent Number: CN103279621A


18. Rapid realistic rendering method of complex scenes on the internet, 

Invention Patent, 2013, 4th author, Patent Number: CN103180881A


19. Processing method for an external storage three-dimensional model, 

Invention Patent, 2013, 3rd author, Patent Number: CN102930597A


20. Real-time interactive image deformation method based on multi-layer nested cage, 

Invention Patent, 2012, 1st author, Patent Number: CN102496140A


21. Reconstruction method for a triangular mesh model, 

Invention Patent, 2010, 1st author, Patent Number: CN101655992A


Collaboration

University of Girona, Spain


Nanchang Hangkong University


Institute of Software, Chinese Academy of Sciences


Beijing University of Posts and Telecommunications


Tongji University


Shanghai Jiao Tong University


Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences


Northwestern Polytechnical University


Beijing Forestry University


North Aero Technology Development (Beijing) Co., Ltd.


China Rehabilitation Center


China Architecture Design & Research Group


Beijing University of Aeronautics and Astronautics


University of Chinese Academy of Sciences


Beijing Jiaotong University

Students

已指导学生

连森  硕士研究生  085208-电子与通信工程  

马乐  硕士研究生  085211-计算机技术  

王腾  硕士研究生  085211-计算机技术  

高广泽  硕士研究生  085400-电子信息  

马志豪  硕士研究生  085400-电子信息  

余挺  硕士研究生  081203-计算机应用技术  

刘湘龙  硕士研究生  085404-计算机技术  

李巍  硕士研究生  085400-电子信息  

现指导学生

谷佳铭  硕士研究生  081203-计算机应用技术  

侯佳宁  硕士研究生  085404-计算机技术  

张沐阳  硕士研究生  085400-电子信息  

曾琪  硕士研究生  081203-计算机应用技术  

杨金明  硕士研究生  085410-人工智能  

贾明达  硕士研究生  081203-计算机应用技术  

冯哲  硕士研究生  085410-人工智能  

傅增煌  硕士研究生  085410-人工智能