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北京交通大学计算机与信息技术学院研究生导师：黄雅平

导师信息来源：北京交通大学计算机与信息技术学院 2019-07-31　相关院校：北京交通大学

个人履历

姓名：黄雅平

出生年月：1974年8月

职称：教授

学位：博士

邮箱：yphuang

办公电话：

个人主页：

毕业院校：

1991-1995年：本科，北京交通大学计算机软件

1995-1998年：硕士，北京交通大学计算机应用

2000-2004年：博士，北京交通大学信号与信息处理

研究领域：

机器学习、计算机视觉、图像处理、模式识别

研究方向

发表论文和著作

代表性论文：

期刊论文：

Qi Zou*, Zhe Wang, Siwei Luo, Yaping Huang, and Mei Tian, A computational coding model for saliency detection in primary visual cortex, Chinese Science Bulletin, 57(30): 3943-3952, 2012.

王胜春，黄雅平*，罗四维、吕国豪、蒋欣兰，基于折线采样的高分辨率成像系统设计，光学学报，32(9): 0911003_1-0911003_8, 2012. (EI, A5)

王哲，黄雅平*，罗四维，王亮，基于成对累计量的自然图像拓扑表示模型. 计算机学报，35(4): 817-826, 2012. (EI)

Qingyong Li*, Yaping Huang, Zhengping Liang, and Siwei Luo. “Thresholding Based on Maximum Weighted Object Correlation for Rail Defects Detection”, IEICE Transactions on Information and Systems, E95-D(7): 1819-1822 (SCI)

Yaping Huang*, Siwei Luo, and Shengchun Wang, “Combining boundary and region information with bolt prior for rail surface detection”, IEICE Trans. on Information & System, E95-D(2): 690-693, 2012. (SCI)

Zhe Wang, Yaping Huang*, Siwei Luo, and Liang Wang, “Learning Topographic Representations of Nature Image with Pairwise Cumulant”, Neural Processing Letters, 34(2): 155-175, 2011. (SCI)

Yaping Huang*, Jiali Zhao, Yunhui Liu, Siwei Luo, Qi Zou, and Mei Tian, “Nonlinear Dimensionality Reduction Using a Temporal Coherence Principle”, Information Sciences, 181(16): 3284–3307, 2011. (SCI)

Liang Wang*, Yaping Huang, Siwei Luo, Xiaoyue Luo, and Zhe Wang, “Image Deblurring with Filters Learned by Extreme Learning Machine”, NeuroComputing, 74(16): 2464-2474, 2011. (SCI)

Zhe Wang*, Yaping Huang, Siwei Luo, and Liang Wang, “Complex Cell Descriptor Learning for Robust Object Recognition”. IEICE Trans. on Information & System, E94-D(7): 1502-1505, 2011. (SCI)

王哲，黄雅平，罗四维，王亮，一种新的复杂细胞启发下的特征提取方法. 北京交通大学学报，35(2): 1-7, 2011.

吕国豪，黄雅平，罗四维，蒋欣兰，一种自适应正则化参数和模数的图像去卷积方法，北京交通大学学报，35(4): 84-88, 2011.

白雪，罗四维，黄雅平，Renyi信息熵指导下的聚合层次化聚类，35(5): 78-83, 2011.

黄雅平，杜建庚，三维楼宇路径模型的自动生成算法，北京交通大学学报，34(2): 79-83, 2010.

田媚，罗四维，黄雅平，赵嘉莉，基于局部复杂度和初级视觉特征的自底向上注意信息提取算法，计算机研究与发展，45(10): 1739-1746, 2008. (EI)

齐英剑，罗四维，黄雅平，李爱军，刘蕴辉，退火期望最大化算法A-EM，计算机研究与发展，43(4): 654-660, 2006. (EI)

黄雅平，罗四维，齐英剑，基于最大判别熵的有监督独立分量分析方法，计算机研究与发展，42(3): 361-366, 2005. (EI)

黄雅平，罗四维，陈恩义，基于独立分量分析的虹膜识别方法，计算机研究与发展，40(10): 1444-1450, 2003. (EI)

Jianyu Li*, Siwei Luo, Yingjian Qi, and Yaping Huang, “Numerical Solution of Elliptic Partial Differential Equation Using Radial Basis Function Neural Networks”, Neural Networks, 16(5-6): 729-734, 2003. (SCI)

黄雅平，罗四维，基于独立分量分析的笔迹识别，中文信息学报，17(4)：52-58, 2003.

会议论文：

Zhe Wang, Yaping Huang, Siwei Luo, and Liang Wang. “A Biologically Inspired System for Fast Handwritten Digit Recognition”, IEEE 18th International Conference on Image Processing, pp: 1789-1792, Brussel, Belgium, 2011.

Yaping Huang, and Huijuan Hao, Automatic Building Extraction and Classification, 2nd Asia-Pacific Conference on Information Network and Digital Content Security, pp: 243-246, Zhuhai, China, 2011.

Liang Wang, Yaping Huang, Siwei Luo, Xiaoyue Luo, and Xinlan Jiang, “Deblurring Gaussian-blur images: A preprocessing for rail head surface defect detection”, IEEE International Conference on Service Operations, Logistics, and Informatics, pp: 451-456, Beijing, China, 2011.

Guohao Lu, Yaping Huang, and Xinlan Jiang, “A New Calculation Method of Rail Head Surface Defect Area under the High Speed Condition”, 2011 Cross-Strait Conference on Information Science and Technology and iCube, pp: 110-114, Taiwan, China, 2011.

Xue Bai, Yibiao Zhao, Yaping Huang and Siwei Luo, “Normalized Joint Mutual Information Measure for Image Segmentation Evaluation with Multiple Ground-Truth Images”, 14th International Conference on Computer Analysis of Images and Patterns (CAIP 2011), Lecture Notes in Computer Science, 6854: 110-117, Seville, Spain, 2011.

Yaping Huang, Qi Zou, and Mei Tian, “Multi- Resolution Simple Cell Model”, 2010 CrossStrait Conference on Information Science and Technology, pp: 662-666, Qinghuangdao, China, 2010.

Qi Zou, Yan Li, Siwei Luo, and Yaping Huang, “Confident Prior guided Level-set Segmentation using Adaptive External Force”. 3rd International Congress on Image and Signal Processing, pp: 1364-1368, Yantai, China, 2010.

Qi Zou, Yan Li, Siwei Luo, and Yaping Huang, “Active Contour with Adaptive External Force and Confidential Prior”. 2010 CrossStrait Conference on Information Science and Technology, pp: 306-310, Qinhuangdao, China, 2010.

Mei Tian, Qi Zou, Yaping Huang, and Yin Hui, “A New Algorithm of Extracting Top-Down Attention Information”, 2010 CrossStrait Conference on Information Science and Technology, pp: 555-559, Qinghuangdao, China, 2010.

Yibiao Zhao, Yanbiao Duan, Xiaohan Nie, Yaping Huang and Siwei Luo, “Experts-Shift: Learning Active Spatial Classification Experts for Keyframe-based Video Segmentation”, IEEE workshop on Motion and Video Computing (WMVC), pp: 622-627, Hawaii, USA, 2011.

Yibiao Zhao, Xiaohan Nie, Yanbiao Duan, Yaping Huang and Siwei Luo, “A Benchmark for Interactive Image Segmentation Algorithms”, IEEE Workshop on Person-Oriented Vision (POV), pp: 33-38, Hawaii, USA, 2011.

Yaping Huang, Jiali Zhao, Mei Tian, Qi Zou, and Siwei Luo, “Slow Feature Discriminant Analysis and Its Application on Handwritten Digit Recognition”, International Joint Conference on Neural Networks, pp: 1294-1297, Atlanta, USA, 2009.

Zhe Wang, Siwei Luo, and Yaping Huang, “Learning Adaptive Correlations of Independent Components for Complex Cell Modeling”, International Conference on Artificial Intelligence and Computational Intelligence, pp: 174-178, Shanghai, China, 2009.

Jiangeng Du, Yaping Huang, and Henry Chen, “Construct Three-dimensional Route from Blueprint Images of Building”, International Conference on Audio, Language and Image Processing (ICALIP), pp: 1743-1748, Shanghai, China, 2008.

Jiali Zhao, Yaping Huang, Xianhua Zeng, and Siwei Luo, “Face recognition with Neighboring Discriminant Analysis”, IEEE conference on Automatic Face and Gesture Recognition, pp: 1-6, Amsterdam, Netherland, 2008.

Qi Zou, Siwei Luo, and Yaping Huang, Yan Li, “Contour Grouping with Shape Manifold and Distance Transform”, International Conference on pattern Recognition, pp: 1-4, Florida, USA, 2008.

Lianwei Zhao, Siwei Luo, and Yaping Huang, “A Kernel-based 3D object recognition neural network method”, Third International Conference on Wavelet Analysis and Its Applications, pp: 783-788, Chongqing, China, 2004.

Yaping Huang, Siwei Luo, and Yingjian Qi, “Supervised Independent Component Analysis by Maximizing Relative Entropy”, International Conference on Signal Processing, Vol.II: 1593-1596, Beijing, China, 2004.

Yaping Huang, and Siwei Luo, “Genetic Algorithm Applied to ICA Feature Selection”, International Joint Conference on Neural Networks, Vol.1: 704-707, Portland, USA, 2003.

Jianyu Li, Siwei Luo, Yingjian Qi, and Yaping Huang, “Numerical Solution of Elliptic Partial Differential Equation Using Radial Basis Function Neural Networks”, International Joint Conference on Neural Networks, Vol.1: 85-90, Portland, USA, 2003.

Yaping Huang, Siwei Luo, and Enyi Chen, “An Efficient Iris Recognition System”, International Conference on Machine Learning and Cybernetics, Vol.1: 450-454, Beijing, China, 2002.

Yaping Huang, Siwei Luo, and Enyi Chen, “A Dynamic Denoising Natural Image Compression”, International Conference on Signal Processing, Vol.II, 1179-1182, Beijing, China, 2002.

Jianyu Li, Siwei Luo, Yingjian Qi, and Yaping Huang, “Numerical Solution of Differential Equations by Radial Basis Function Neural Networks”, International Joint Conference on Neural Networks, Vol.1: 773-777, Honolulu, USA, 2002.

Yaping Huang, Siwei Luo, and Jianyu Li, “Knowledge-increasable Artificial Neural Network and Natural Gradient Algorithm”, International Conference on Info-tech & Info-net, pp: C480-C485, Beijing, China, 2001.

授权发明专利：

黄雅平，王胜春，罗四维，一种折线式扫描高分辨率成像系统和方法，专利申请号：201110425376.3

黄雅平，一种对图像、视频进行维数约简的方法。专利申请号：200910089291.5，已授权, 权利号：CN101609510 B.

赵嘉莉，黄雅平，人脸识别的半监督邻域判别分析方法。专利申请号：200910238335.6，权利号：CN 101877053A.

代表性著作：

科研项目及获奖情况

科研项目：

国家和省部级科研项目：

国家自然科学基金：深度学习理论深度学习理论及在图像识别中的应用研究，(61273364)，81万，主持;

国家自然科学基金：基于人类感知机理的不变特征表示及其应用(60975078)，31万，主持;

基本科研业务费专题基于视觉感知的高速铁路运行环境安全检测与预警(2011JBZ005)，55万，主持;

科技部863计划：基于视觉感知的智能计算模型及其关键技术研究(2007AA01Z168)，86万，主持;