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黄向生

发布日期:2023-02-15 浏览次数: 6756

黄向生,男,党员,研究员,博士生导师,雄安创新研究院院务委员,雄安创新研究院认知智能实验室主任;数字娱乐仿真专委会副主任、人工智能教育专委会副主任、智慧能源专委会副秘书长。

 

教育和工作经历

2022.7-至今     雄安创新研究院        雄安创新研究院院务委员、认知智能实验室主任、研究员、博士生导师

2021.12-2022.6  雄安创新研究院         认知智能实验室主任、研究员

2021.9-2021.12  雄安创新研究院         副研究员

2010.10-2021.8  中国科学院自动化研究所 副研究员

2005.7-2010.10  三星综合技术院         责任研究员

2002.9-2005.7   中国科学院自动化研究所 博士

1999.9-2002.7   重庆大学计算机学院     硕士

1994.9-1998.7   重庆大学材料科学与工程学院,重庆大学计算机学院 学士

 

主要研究方向

主要从事人工智能、计算机视觉、知识图谱、自主学习、决策智能、知识推理等研究;在计算机视觉与图像处理方面,主要从事三维重建、人脸识别和人脸活体检测、多相机人体和车辆检测与跟踪、病理切片图像检测和识别。在智能决策方面,将深度学习和AlphaGo算法,应用在电网运行态势预测与决策海上风力发电智能调度和运维等项目中。在知识智能方面,主要研究行业知识构建和知识推理,应用在包括财务知识图谱、建筑图纸理解、智能审稿、药物分子与蛋白质对接、物质结构的质谱分析、材料计算等领域。

 

主持和参与项目

1.   3D内容视觉获取技术及设备科技部,2012AA0115012012.01-2015.12

2.  面向汽车产业集聚区域的网络协同制造集成技 科技部,重大专项课题,

3.  人工智能辅助新药发现与研发 国家卫生健康委,重大专项课题,2018ZX097110012019.1-2021.12

4.   医疗健康一体化服务跨区域共享云平台的建设以及支撑体系研究,重大专项课题,2020YFC20064002020.10-2023.11

5.   宫颈液基细胞学人工智能辅助病理诊断系统的研发与应用示范, 广州人工智能重大科技专项,2020.04-2023.03

6.   实时交互引擎的电影协同制作关键技术 科技部,重大专项,课题参与 2017.1-2020.12

7.   复杂物体表面纹理获取和三维重建的关键技术研究,国家自然科学基金面上项目,61573356,,2016.01-2019.12

8.  基于超多视角成像的三维重建关键技术研究,国家自然科学基金面上项目,611750342012.1-2015.12

9.   智能建筑机器人 华联世纪工程咨询有限公司 合作企业横向项目 总投资5000万,2021.9-2025.12

10. 基于质谱和核磁的结构智能解析研究,参与“本草物质科学研究大科学装置”2021.1-2023.12

11. 智能审稿 国网电科院 科技创新项目 2021.1-2021.12

12. 中药组分复方多指标药效优化项目  中国中医科学院创新项目 2020.1-2020.12.

13. 停车位车牌识别以及车辆进出行为识别技术开发项目,新疆乌市创新项目 2020.1-2020.12

14. 人脸实时追踪点和图像识别 华为 2019.1-2019.12

15. 人脸防伪数据与算法研究   华为 2022.1-2022.12

16. 海上风电智能运维软件开发项目 广东电力设计院创新项目 2020-2021

17. 智慧财务系统,河北国网项目,2019-2022

18. 邮票钱币检测和识别技术开发 上海钱币学会 2018.1-2018.12

 

论文

1.      Hejun Xiao, Kunyu Peng, Xiangsheng Huang, Alina Roitberg, Hao Li,Zhaohui Wang and Rainer.Towards Privacy-Supporting Fall Detection via Deep Unsupervised RGB2Depth Adaptation,IEEE SENSORS JOURNAL.2023.

2.      SHAOSHUAI YAN,XIANGSHENG HUANG,WEI LIAN.,and CAIFANG SONG Self Reinforcing Multi-class Transformer For Kidney Glomerular Basement Membrane Segmentation,IEEE ACCESS.2023.

3.      Liu, Anran, Xiangsheng Huang, Tong Li, and Pengcheng Ma. "Co-Net: A Collaborative Region-Contour-Driven Network for Fine-to-Finer Medical Image Segmentation." In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, pp. 1046-1055. 2022.

4.      张满囤燕明晓马英石王红刘伟, & 黄向生. "基于八叉树结构的三维体素模型检索." 计算机学报 (2021).

5.      Ding, Weili, Bo Hu, Han Liu, Xinming Wang, and Xiangsheng Huang. "Human posture recognition based on multiple features and rule learning." International Journal of Machine Learning and Cybernetics 11, no. 11 (2020): 2529-2540.

6.      Zuo, Guoyu, Kexin Chen, Jiahao Lu, and Xiangsheng Huang. "Deterministic generative adversarial imitation learning." Neurocomputing 388 (2020): 60-69.

7.      Wang, Xinming, Weili Ding, Han Liu, and Xiangsheng Huang. "Shape recognition through multi-level fusion of features and classifiers." Granular Computing 5, no. 4 (2020): 437-448.

8.      任天赐黄向生丁伟利安重阳, & 翟鹏博. "全局双边网络的语义分割算法." 计算机科学 47, no. 6A (2020): 161-165.

9.       杨佳宁,黄向生,李宗翰,荣灿,刘道伟. "基于双层栈式长短期记忆的电网时空轨迹预测." 计算机科学 46.S11(2019):6.

10.   Mei, Sen, Depeng Kong, Lili Wang, Tian Ma, Yuanfeng Zhu, Xiaodong Zhang, Zhengquan He, Xiangsheng Huang, and Yani Zhang. "Suspended graded-index porous core POF for ultra-flat near-zero dispersion terahertz transmission." Optical Fiber Technology 52 (2019): 101946.

11.    Huang, Ziling, Chia-Wen Lin, Hao-Chiang Shao, and Xiangsheng Huang. "Consistency Constrained Reconstruction of Depth Maps from Epipolar Plane Images." In ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 2292-2296. IEEE, 2019.

12.   Wang, Xiaoyan, Xingyu Zhong, Ming Xia, Weiwei Jiang, Xiaojie Huang, Zheng Gu, and Xiangsheng Huang. "Automatic carotid artery detection using attention layer region-based convolution neural network." International Journal of Humanoid Robotics 16, no. 04 (2019): 1950015.

13.    He, Honghao, Zhengzhou Zhu, Qun Guo, and Xiangsheng Huang. "A Personalized E-learning Services Recommendation Algorithm Based on User Learning Ability." In 2019 IEEE 19th International Conference on Advanced Learning Technologies (ICALT), vol. 2161, pp. 318-320. IEEE, 2019.

14.   Chen, Jun, Tingzhu Bai, Xiangsheng Huang, Xian Guo, Jianing Yang, and Yuxing Yao. "Double-task deep q-learning with multiple views." In Proceedings of the IEEE International Conference on Computer Vision Workshops, pp. 1050-1058. 2017.

15.   Zhang, Shiyu, Bailan Feng, Zhineng Chen, and Xiangsheng Huang. "Micro-expression recognition by aggregating local spatio-temporal patterns." In International Conference on Multimedia Modeling, pp. 638-648. Springer, Cham, 2017.

16.   朱新山王宏星, & 黄向生. "基于单个深度相机的带纹理人脸实时重建算法." 传感器与微系统 8 (2017): 126-129.

17.    Jin, Beibei, Jianing Yang, Xiangsheng Huang, and Dawar Khan. "Deep deformable Q-Network: an extension of deep Q-Network." In Proceedings of the International Conference on Web Intelligence, pp. 963-966. 2017.

18.    吴清刘森镇黄向生韩磊郭天楚, & 王梦伟. "基于散斑的三维体感交互系统." 计算机辅助设计与图形学学报 28, no. 7 (2016): 1105-1114.

19.   Zhou, Rong, Zhisheng Zhang, Kunyyu Peng, Yang Mi, and Xiangsheng Huang. "Humanoid action imitation learning via boosting sample DQN in virtual demonstrator environment." In 2016 23rd International Conference on Mechatronics and Machine Vision in Practice (M2VIP), pp. 1-9. IEEE, 2016.

20.    Huang, Xiangsheng, Ziling Huang, Ming Lu, Pengcheng Ma, and Weili Ding. "A semi-global matching method for large-scale light field images." In 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 1646-1650. IEEE, 2016.

21.   Hwang, Wonjun, Xiangsheng Huang, Stan Z. Li, and Junmo Kim. "Face recognition using Extended Curvature Gabor classifier bunch." Pattern Recognition 48, no. 4 (2015): 1247-1260.

22.   Ding, Weili, Pengcheng Ma, Ming Lu, and Xiangsheng Huang. "High resolution light field depth reconstruction algorithm based on priori likelihood." Acta Optica Sinica 35, no. 7 (2015): 0715002.

23.   Lei, Zhen, Dong Yi, Xiangsheng Huang, and Stan Z. Li. "Subspace learning with frequency regularizer: Its application to face recognition." In 2015 International Conference on Biometrics (ICB), pp. 481-486. IEEE, 2015.

24.   Guo, Tianchu, Xiaoyu Wu, Lei Yang, Xiangsheng Huang, and Mingyue Yu. "Body part recognization base on hierarchy random forest with feature Pre-selection." In 2014 12th International Conference on Signal Processing (ICSP), pp. 1230-1235. IEEE, 2014.

25.    Feng, Bailan, Jinfeng Bai, Zhineng Chen, Xiangsheng Huang, and Bo Xu. "Anchor shot detection with deep neural network." In Pacific Rim Conference on Multimedia, pp. 304-312. Springer, Cham, 2014.

26.    Huang, Xiangsheng, Xinghao Chen, Tao Tang, and Ziling Huang. "Marching cubes algorithm for fast 3D modeling of human face by incremental data fusion." Mathematical Problems in Engineering 2013 (2013).

27.   Huang, Xiangsheng, Zhen Lei, Mingyu Fan, Xiao Wang, and Stan Z. Li. "Regularized discriminative spectral regression method for heterogeneous face matching." IEEE Transactions on Image Processing 22, no. 1 (2012): 353-362.

28.    He, Zheng Quan, Yu Lin Li, Xiang Sheng Huang, De Pong Kong, Min Rui Zhang, and Xiao Yi Guo. "Real-time three-dimensional object capturing and mapping with optical correlators." In Advanced Materials Research, vol. 586, pp. 374-377. Trans Tech Publications Ltd, 2012.

29.    Wonjun Hwang, Xiangsheng Huang, Kyungshik Roh, and Junmo Kim. "Face recognition system using Extended Curvature Gabor classifier bunch for low-resolution face image." Computer Vision and Pattern Recognition Workshops (CVPRW), 2011 IEEE Computer Society Conference on IEEE, 2011.

30.    Huang, Xiangsheng, Jie Wang, Mandun Zhang, and Jun Zhai. "Gradual-SURF." In 2011 4th International Congress on Image and Signal Processing, vol. 2, pp. 906-909. IEEE, 2011.

31.    Zhou, Mingcai, Yangsheng Wang, and Xiangsheng Huang. "Real-time 3D face and facial action tracking using extended 2D+ 3D AAMs." In 2010 20th International Conference on Pattern Recognition, pp. 3963-3966. IEEE, 2010.

32.    Huang, Xiangsheng, and Lujin Gong. "Shortest path based planar graph cuts for bi-layer segmentation of binocular stereo video." In Asian Conference on Computer Vision, pp. 82-91. Springer, Berlin, Heidelberg, 2010.

33.   Huang, Xiangsheng, Lujin Gong, and Xiaoyan Wang. "Fast Facial Fitting Based on Mixture Appearance Model with 3D Constraint." In 2010 Chinese Conference on Pattern Recognition (CCPR), pp. 1-5. IEEE, 2010.

34.   Xu, Guoqing, Yangsheng Wang, Mingcai Zhou, and Xiangsheng Huang. "A reflection and occlusion robust eye center searching algorithm." In 2010 Chinese Conference on Pattern Recognition (CCPR), pp. 1-5. IEEE, 2010.

35.   Wang, Xiaoyan, Xiangsheng Huang, Huiwen Cai, and Xin Wang. "A head pose and facial actions tracking method based on effecient online appearance models." WSEAS Transactions on Information Science and Applications 7, no. 7 (2010): 901-911.

36.   Huang, Xiangsheng, Stan Z. Li, and Yangsheng Wang. "Jensen-shannon boosting learning for object recognition." In 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05), vol. 2, pp. 144-149. IEEE, 2005.

37.    Lu, Peng, Xiangsheng Huang, Xinshan Zhu, and Yangsheng Wang. "Head gesture recognition based on bayesian network." In Iberian Conference on Pattern Recognition and Image Analysis, pp. 492-499. Springer, Berlin, Heidelberg, 2005.

38.    Huang, Xiangsheng, and Yangsheng Wang. "Boosting statistical local feature based classifiers for face recognition." In Iberian Conference on Pattern Recognition and Image Analysis, pp. 51-58. Springer, Berlin, Heidelberg, 2005.

39.   Jun Liu, Xiangsheng Huang and Yangsheng Wang. "Removing Shadows from Face Images Using ICA." Iberian Conference on Pattern Recognition and Image Analysis Springer, Berlin, Heidelberg, 2005.

40.   Gao, Yong, Xinshan Zhu, Xiangsheng Huang, and Yangsheng Wang. "A voting method and its application in precise object location." In International Conference on Affective Computing and Intelligent Interaction, pp. 48-55. Springer, Berlin, Heidelberg, 2005.

41.   Zhang, Guangcheng, Xiangsheng Huang, Stan Z. Li, Yangsheng Wang, and Xihong Wu. "Boosting local binary pattern (LBP)-based face recognition." In Chinese Conference on Biometric Recognition, pp. 179-186. Springer, Berlin, Heidelberg, 2004.

42.    Huang, Xiangsheng, Stan Z. Li, and Yangsheng Wang. "Shape localization based on statistical method using extended local binary pattern." In Third International Conference on Image and Graphics (ICIG'04), pp. 184-187. IEEE, 2004.

43.   Zhou, Xiaoxu, Xiangsheng Huang, and Yangsheng Wang. "Real-time facial expression recognition in the interactive game based on embedded hidden markov model." In Proceedings. International Conference on Computer Graphics, Imaging and Visualization, 2004. CGIV 2004., pp. 144-148. IEEE, 2004.

44.   Zhang, Lei, Stan Z. Li, Zhi Yi Qu, and Xiangsheng Huang. "Boosting local feature based classifiers for face recognition." In 2004 Conference on Computer Vision and Pattern Recognition Workshop, pp. 87-87. IEEE, 2004.

45.    Huang, Xiangsheng, Stan Z. Li, and Yangsheng Wang. "Statistical learning of evaluation function for ASM/AAM image alignment." In International Workshop on Biometric Authentication, pp. 45-56. Springer, Berlin, Heidelberg, 2004.

46.    Huang, Xiangsheng, Stan Z. Li, and Yangsheng Wang. "Learning with cascade for classification of non-convex manifolds." In 2004 Conference on Computer Vision and Pattern Recognition Workshop, pp. 66-66. IEEE, 2004.

47.    Xiangsheng, Huang, Xu Bin, and Wang Yangsheng. "Shape localization by statistical learning in the Gabor feature space." In Proceedings 7th International Conference on Signal Processing, 2004. Proceedings. ICSP'04. 2004., vol. 2, pp. 1389-1392. IEEE, 2004.

48.    Lu, Peng, XiangYong Zeng, Xiangsheng Huang, and Yangsheng Wang. "Navigation in 3D game by Markov model based head pose estimating." In Third International Conference on Image and Graphics (ICIG'04), pp. 493-496. IEEE, 2004.

49.   Huang, Xiangsheng, Stan Z. Li, and Yangsheng Wang. "Evaluation of face alignment solutions using statistical learning." In Sixth IEEE International Conference on Automatic Face and Gesture Recognition, 2004. Proceedings., pp. 213-218. IEEE, 2004.

50.    Qi-bin, Hou, Wang Yang-sheng, Huang Xiang-sheng, and Zhou Xiao-xu. "Image Encryption Combining EZW and AES." Journal of University of Chinese Academy of Sciences 21, no. 1 (2004): 119.

51.    Zhou, Xiaoxu, Xiangsheng Huang, Bin Xu, and Yangsheng Wang. "Real-time facial expression recognition based on boosted embedded hidden Markov model." In Third International Conference on Image and Graphics (ICIG'04), pp. 290-293. IEEE, 2004.

52.    Yang, Xiaofan, Qibin Hou, Xiangsheng Huang, and Hengnong Xuan. "The difference between the domination number and the minus domination number of a cubic graph." Applied mathematics letters 16, no. 7 (2003): 1089-1093.

专利

  1. 黄向生;蔡金儒; Drug molecule generator training method based on domain knowledge and deep reinforcement learning;基于领域知识和深度强化学习的药物分子生成器训练方法; 专利号:CN113223637
  2. 陈智能,白锦峰,冯柏岚,黄向生,徐波;互联网人物视频交互式标注方法及系统;Interactive type labeling method and system for Internet figure video. 专利号:CN104217008
  3. 张焕亮,杨勇,刘中华,董明宇,黄向生,徐高亮;一种喷漆室纸盒自动更换装置及使用方法;专利号:CN109013128A
  4. 黄向生,徐波;鲁棒的快速高深度分辨率的散斑三维重建方法;Robust rapid high-depth-resolution speckle three-dimensional rebuilding method. 专利号:CN103279982
  5. 冯雪涛,黄向生,沈晓璐,金培亭;一种物体跟踪方法和设备;Method and equipment for tracking object 201010268646.X 专利号:CN102385754
  6. 黄向生,徐波;移动设备的空间交互方法 专利号:CN102902355
  7. 黄向生,徐波;基于深度图像的人体姿态估计方法 专利号:CN102855470
  8. 陈智能 ;白锦峰 ;冯柏岚 ;黄向生 ;徐波 ; 互联网人物视频交互式标注方法及系统;专利号:CN104217008A
  9. 黄向生,徐波;一种对象全景建模方法 申请号201110435843 专利号:CN103559737
  10. 黄向生,徐波;一种基于深度图像的多目标分割和跟踪方法 申请号201110435843 专利号:CN102609934
  11. 黄向生,徐波;多级透镜的三维成像系统 申请号:201010264671.0 专利号:CN101975994
  12. 黄向生,沈晓璐,冯雪涛,金培亭;对象拟合系统和方法 201010282950.X 专利号:CN102402786
  13. 黄向生,任海兵,金智渊;真实感三维人脸重建方法;专利号:CN101814192A
  14. 黄向生,徐波;基于深度图像的人体姿态估计方法;Estimation method of human posture based on depth image. 专利号:CN102855470
  15. 黄向生,徐波;一种基于三维深度图像信息的并行统计学习人体部位检测方法;Method for detecting human body parts by performing parallel statistical learning based on three-dimensional depth image information. 专利号:CN102609680
  16. 黄向生,徐波;对多级透镜多视角场景的三维重建的方法 申请号:201010278130.3 专利号:CN101938668
  17. 黄向生,金智渊;人脸拟合方法;专利号:CN101814132A
  18. 黄向生,李宗河,金培亭,李性德;多角度人脸识别方法和系统 专利号:CN101414348
  19. 王阳生 ;周晓旭 ;黄向生 ;徐斌 ;移动计算环境下分布式的人脸检测与识别方法;专利号:CN1284111C
  20. 黄向生,王阳生,李子清,周晓旭,徐斌; 一种基于统计纹理分析的人脸识别方法 专利号:CN1797420(A)
  21. 王阳生,黄向生,周晓旭,徐斌;移动计算环境下的人脸检测方法 专利号:CN1635539(A)
  22. 王阳生 ;周晓旭 ;黄向生 ;徐斌 ;移动计算环境下分布式的人脸检测与识别方法;专利号:CN1629875A
  23. 王阳生,张满囤,黄向生,曾详勇;电子游戏中玩家快速置入法 专利号:CN1797474(A)
  24. 王阳生,侯启槟,黄向生,周晓旭;无线电子票据生成和检测方法 专利号:CN1538287(A)
  25. Lee Jongha, Huang Xiangsheng, Kim Jung-bae, Lee SeongDeok. A Multi-view face recognition method and system. Publication Number: US2009180671(A1); KR20090040209(A)
  26. Huang Xiangsheng, Hwang Won-Jun, Kee Seok-Cheol, Moon Youngsu, Park gyu0tae, Lee Jongha. Method and apparatus for recognizing face using extended Gabor wavelet features Publication Number: JP2008123521(A); US2008107311(A1); KR20080041931(A); KR100846500 (B1)
  27. Huang Xiangsheng, Hwang Won-Jun, Zhao Jiali, Moon Youngsu, Park Gyu-tae. Method and apparatus for generating face descriptor using extended local binary patterns, and method and apparatus for face recognition using extended local binary patterns Publication Number: US2008166026(A1); KR20080065866 (A); KR100866792 (B1)
  28. Seokcheol Kee, Bin Xu, Yangsheng Wang, Ziqing Li, Xiangsheng Huang, Xiaouxu ZhouMethod and apparatus for constructing classifiers based on face texture information and method and apparatus for recognizing face using statistical features of face texture information;基于面部纹理信息构造分类器的方法和装置以及使用面部纹理信息的统计特征来识别脸部的方法和装置 Publication Number: US20060146062A1
  29. Haibing REN, Xiangsheng Huang, Hwa Sup LimTHREE-DIMENSIONAL FACE CAPTURING APPARATUS AND METHOD AND COMPUTER-READABLE MEDIUM THEREOF;三维面积测量装置及其计算机可读介质 Publication Number: US20110043610A1
  30. Hwang Won-Jun, Huang Xiangsheng, Kee Seok-Cheol. Method, medium, and apparatus with object descriptor generation using curvature Gabor filter Publication Number: US2009028444 (A1)KR20090005920(A)

 

联系方式:huangxiangsheng@xii.ac.cn