曹文明  Dr. Wenming Cao

工学博士、深圳大学信息工程学院教授、博士生导师,

广东省多媒体信息服务工程中心 主任

Professor, Director, Guangdong Province Multimedia Service Engineering Center ; School of Information Engineering, Shenzhen University, Shenzhen, China

https://scholar.google.com/citations?hl=zh-CN&user=XJG5BpkAAAAJ&view_op=list_works&sortby=pubdate

联系方式(Contact):

Email:wmcao[AT]szu.edu.cn

Tel:0755-22673501

地址:深圳市南山区白石路深圳大学信息工程学院N920

Address: Room N920, College of Information Engineering, Shenzhen University

简介(Biography):

曹文明,工学博士,1965年11月出生于江苏,硕士、博士、博士后分别获得中国科学院系统工程研究所、东南大学自动化所、中国科学院半导体所神经网络研究所。深圳大学信息工程学院教授、博士生导师,广东省多媒体信息服务工程中心 主任;主讲深度学习数学模型,人工智能,图像处理,数字信号处理。研究兴趣为多媒体信号处理、图像处理,神经网络

Cao wenming received the M.S.degree from the Academy of Mathematics and Systems Science(AMSS) of the Chinese Academy of Sciences(CAS) in 1991,and the Ph.D.degree from School of Automation, Visiting Professor of Missouri University, Southeast University in 2003 .He is currently a professor with the College of Information Engineering, Shenzhen University, Shenzhen, China. His research interests include multimedia image/audio/video processing, pattern recognition and machine learning.

研究兴趣(ResearchInterests):

· 图像/音频/视频信号处理、模式识别、机器学习、神经网络;

· Multimedia Image/Audio/Video Signal Processing, Pattern Recognition, Machine LearningNeural Networks

研究生、博士后招生(Recruitment):

硕士生、博士生、博士后:信息与通信工程。

Master's degree, Doctoral Student, Postdoctoral: Information and Communication EngineeringComputer  Science

主讲课程(Teaching Courses):

深度学习数学方法, Matches principle of deep learning (spring)

人工智能,Artificial intelligence (fall)

神经网络,Neural Networks

数字信号处理, Digital Signal Processing (spring)


科研项目(Research Projects):

 

1. 基于几何代数的生理机能智能信息处理方法,62万,国家自然科学基金,负责人:曹文明,60575015,2018-2021

2. 无宿主机的可学习的模式识别专用半导体神经网络硬件的研究,23万,国家自然科学基金,No.60575015,2006-2008 负责人:曹文明

3. 基于Clifford代数的传感器网络覆盖理论研究,34万,国家自然科学基金,负责人:曹文明,60872126,2009-2013

4. 基于共性几何代数的多光图像不变量模式识别方法,78万,国家自然科学基金,负责人:曹文明,60871322,2014-2017

5. 基于高维信息几何的空间目标识别的研究,23万,武装预言项目,No.901C80616107,2009-2010,负责人:曹文明

6. 机器视觉多普半导体神经计算机硬件实现研究,10万,深圳市科技计划项目,No.JC201005280570,2010-2011,负责人:曹文明

7. 半导体神经计算机硬件实现与应用,九五攻关课题,80万,中国科学院半导体研究所,2006-2009,负责人:曹文明

8. 高仿几何仿生信息学的理论研究,31万,国家自然科学基金,No.60871093,2009-2011,负责人:曹文明

9. 多模态医学图像处理的共形几何代数,23万,深圳市科技计划项目,No.JC201605280570,负责人:曹文明



Research Projects:

2018.1-2021.12 Project: Research on Geometric Algebra Methods for Physical Function Detection and Assessment (supported by the National Natural Science Foundation of China, PI ),No.60871322,RMB.630,000; 2018-2021

2014.1-2017.12 Project: Research on Invariants pattern classification of Multispectral image using Conformal Geometric Algebra (supported by the National Natural Science Foundation of China, PI ).No.60872126,RMB.780,000Yuan; 2014-2017

2009.1-2013.12 Project: Research on sensor networks Coverage based on Clifford Algebra (supported by supported by the National Natural Science Foundation of China,PI ) No.60575015,RMB.340,000Yuan; 2009-2013

2012- 2014   Project: Multimodal medical image processing based on Conformal geometric algebra (supported by Funds of the National Natural Science Foundation of Shenzhen, China, PI)

2006-2009  Project: Hardware implementation and application of Semiconductor neural computer (supported by the National Basic Research Program of China (973),Co-PI) RMB800,000Yuan, National Key Technologies R&D Program of 973-02-1547

2009-2011  Project: Research on image analysis method based on High-Dimension Space(HDS) theory (supported by the Natural Science Foundation of China, PI),No.901C80616107, RMB 230,000yuan, 2009-2010,Armed prophecy project,

           

学术成果(Publications)

部分论文Some Selected Papers

1. Cao, Wenming,Lin, Q., He, Z., & He, Z "Hybrid Representation Learning for Cross-modal Retrieval. " Neurocomputing  (2019).https://doi.org/10.1016/j.neucom.2018.10.082

2. Wang, Rui, Miaomiao Shen, and Wenming Cao. "Multivector Sparse Representation for Multispectral Images using Geometric Algebra." IEEE Access (2019).

3. Wang, Rui, Yijie Shi, and Wenming Cao. "GA-SURF: A new Speeded-Up robust feature extraction algorithm for multispectral images based on geometric algebra." Pattern Recognition Letters (2018)https://doi.org/10.1016/j.patrec.2018.11.001

4. Wenming Cao,Jianhe Yuan,Zhihai He,Zhi Zhang,Zhiquan He:Fast Deep Neural  Networks  With  Knowledge  Guided  Training  and  Predicted  Regions of Interests for Real-Time Video Object Detection. IEEE Access 6:8990-8999(2018)

5. Wenming Cao,Yuhong Li,Zhihai He,Guitao Cao,Zhiquan He:Supplementary  Virtual Keypoints  of  Weight-Based Correspondences  for  Occluded  Object  Tracking. IEEE  Access  6:9140-9146(2018)

6. Wenming Cao, Fang fang Lyu,Zhihai He,Guitao Cao,Zhiquan He:Multimodal  Medical Image  Registration  Based  on  Feature  Spheres  in  Geometric Algebra. IEEE Access 6:21164-21172(2018)

7. Miaomiao Shen,Rui Wang,Wenming CaoCo-first author: Joint  Sparse  Representation  Model  for Multi-Channel Image  Based on Reduced Geometric  Algebra. IEEE Access 6:24213-24223(2018)

8. LiangZhao,ZhihaiHe,Wenming Cao, Debin Zhao:Real-Time Moving Object Segmentation and classification From HEVC Compressed Surveillance Video. IEEE Trans. CircuitsSyst. Video Techn. 28(6):1346-1357 (2018)

9. Dan Meng,Libo Zhang,Guitao Cao,Wenming Cao, Guixu Zhang,Bing Hu:Liver Fibrosis Classification Based on Transfer Learning and FCNet for Ultrasound Images. IEEE Access 5:5804-5810(2017)

10. JianpingLuo,QiqiLiu,YunYang,XiaLi,Min-RongChen,Wenming Cao: An artificial bee colony algorithm formulti-objective optimisation. Appl.SoftComput.50:235-251(2017)

11. RuiWang,Wenming Cao, Zhihai He:Vehicle recognition in acoustic sensor networks using multiple kernel sparse representation over learneddictionaries.IJDSN13(4)(2017)

12. Rui Wang,Yixuan Zhou,Yanliang Jin,Wenming Cao: Sparse fast Clifford Fourier transform. Frontiersof IT&EE 18(8): 1131- 1141(2017)

13. Guitao Cao,Wenming Cao: Action recognition based on depth image sequence.BIBM2017:1583-1587

14. Chen Huang,TonyX.Han,ZhihaiHe,Wenming Cao: Constellational contour parsing for deformable object detection. J. Visual Communication and Image Representation 38:540-549(2016)

15. Zhi Zhang,Zhi hai He,Guitao Cao,Wenming Cao:Animal Detection From Highly Cluttered Natural Scenes Using Spatiotemporal Object Region Proposal sand Patch Verification. IEEET rans.Multimedia18(10):2079-2092(2016)

16. Huang Chun,Zhihai He,Guitao Cao,Wenming Cao: Task -Driven Progressive Part Localization for Fine-Grained Object Recognition. IEEETrans.Multimedia 18(12): 2372-2383(2016)

17. Kun Wang,Guitao Cao,Dan Meng,Weiting Chen,Wenming Cao:Automatic fall detection of human in-video using combination of features. BIBM 2016:1228-1233

18. Dan Meng,Guitao Cao,Xinyu Song,Weiting Chen,Wenming Cao: Automated human physical function measurement using constrained high dispersal network with SVM-linear.BIBM2016:1520-1526

19. Dan Meng,Guitao Cao,Zhihai He,Wenming Cao: Facial expression recognition based on LLENet.BIBM2016:1915-1917

20. Wenming Cao,Ning Liu,Qicong Kong,Hao Feng: Content-based image retrieval using high-dimensional information geometry. SCIENCE CHINA Information Sciences57(7):1-11(2014)

21. Chen Xu,Hui Liu,Wenming Cao, Jiqiang Feng: Multispectral image edge detection via Clifford gradient. SCIENCE CHINA Information Sciences 55(2):260-269(2012)

22. RuiWang,Wenming Cao,Wanggen Wan:Location Discovery Basedon Fuzzy Geometry in Passive Sensor Networks. Int.J. Digital Multimedia Broadcasting 2011:851951:1-851951:6(2011)

23. HuiLiu,Chen Xu,Wenming Cao: The Multispectral Image Edge Detection Based on Clifford Gradient.CIS2011:1238-1242

24. Tiancheng He,Weixin Xie,Wenming Cao: Target Detection in Three-Dimension Sensor Networks Based on Clifford Algebra. Wireless Sensor Network 1(2):82-89(2009)

25. Wenming Cao, Hao Feng,Lili Hu,Tiancheng He: Space Target Recognition Based on Biomimetic Pattern Recognition. DBTA2009:64-67

26. Wenming Cao,Feng Hao:Geometry Algebra Neuron Based on Biomimetic Pattern Recognition. ISNN(4)2009:433-440

27. Xieweixin,Wenming Cao,Shan Meng: Coverage analysis for sensor networks based on Clifford algebra. Science in China Series F: Information Sciences51(5):460-475(2008)

28. Wenming Cao, Tiancheng He,Shoujue Wang: Bimimetic Pattern Recognition for Multispectral Image. ICNC(6)2008:17-21

29. Wenming Cao,Tiancheng He: Barrier Coverage of Wireless Sensor Networks Based on Clifford Algebra.ISCSCT(2)2008:49-52

30. Wenming Cao,Hao Feng,Shoujue Wang:The application of DBF neural networks for object recognition.Inf.Sci.160(1-4):153-160(2004)

专利Patents

1.机器人多自由度关节,实用专利号200420107662.0,发明专利号200410067727.8发明人:曹文明,冯浩,

2.光栅转矩传感器,实用专利号200520102749.3发明专利号200510049986.2发明人:曹文明,冯浩,

3.助磁式笼型异步电动机,实用专利号,200420081412.4发明专利号200410053415.1发明人:曹文明,冯浩,

4.助磁式单项异步电动机,实用专利号200410067094.0发明专利号200420107739.4发明人:曹文明,冯浩,

5.带空气阻尼腔的可控式永磁磁悬浮减振弹簧,发明专利申请号:200810040514,发明人:冯浩,曹文明,丁立军

6..一种永磁式磁悬浮减振弹簧,发明专利申请号:200810040515,发明人:冯浩,曹文明,丁立军

 

出版专著(Books)

1.仿生模式识别与信号处理的几何代数方法,曹文明,冯浩,科学出版社, 2009

2.高维信息几何与语音分析,曹文明,郑能恒,冯浩,科学出版社, 2010

3.传感器网络的模糊几何方法研究,曹文明,王瑞,电子出版社, 2011

4.Clifford传感器网络覆盖,曹文明,何天成,科学出版社,2010

5.Geometric Algebra in Information Science,Wenming Cao ,Rui Wang, Science Press China ,2018

6.多光谱图像与几何代数, 徐晨, 曹文明, 刘辉,科学出版社,2015

7.高维信息几何与几何不变量,曹文明,刘宁,梅艳萍 ,科学出版社, 2018