北京交通大學計算機與信息技術學院研究生導師：黃雅平

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個人履歷

姓名：黃雅平

出生年月：1974年8月

職 稱：教授

學 位：博士

郵 箱：yphuang

辦公電話：

個人主頁：

畢業院校：

1991-1995年：本科，北京交通大學計算機軟件

1995-1998年：碩士，北京交通大學計算機應用

2000-2004年：博士，北京交通大學信號與信息處理

研究領域：

機器學習、計算機視覺、圖像處理、模式識別

研究方向

發表論文和著作

代表性論文：

期刊論文：

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.

王勝春，黃雅平*，羅四維、呂國豪、蔣欣蘭，基于折線采樣的高分辨率成像系統設計，光學學報，32(9): 0911003_1-0911003_8, 2012. (EI, A5)

王哲，黃雅平*，羅四維，王亮，基于成對累計量的自然圖像拓撲表示模型. 計算機學報，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，黃雅平，羅四維，王亮，一種新的復雜細胞啟發下的特征提取方法. 北京交通大學學報，35(2): 1-7, 2011.

呂國豪，黃雅平，羅四維，蔣欣蘭，一種自適應正則化參數和模數的圖像去卷積方法，北京交通大學學報，35(4): 84-88, 2011.

白雪，羅四維，黃雅平，Renyi信息熵指導下的聚合層次化聚類，35(5): 78-83, 2011.

黃雅平，杜建庚，三維樓宇路徑模型的自動生成算法，北京交通大學學報，34(2): 79-83, 2010.

田媚，羅四維，黃雅平，趙嘉莉，基于局部復雜度和初級視覺特征的自底向上注意信息提取算法，計算機研究與發展，45(10): 1739-1746, 2008. (EI)

齊英劍，羅四維，黃雅平，李愛軍，劉蘊輝，退火期望最大化算法A-EM，計算機研究與發展，43(4): 654-660, 2006. (EI)

黃雅平，羅四維，齊英劍，基于最大判別熵的有監督獨立分量分析方法，計算機研究與發展，42(3): 361-366, 2005. (EI)

黃雅平，羅四維，陳恩義，基于獨立分量分析的虹膜識別方法，計算機研究與發展，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)

黃雅平，羅四維，基于獨立分量分析的筆跡識別，中文信息學報，17(4)：52-58, 2003.

會議論文：

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.

授權發明專利：

黃雅平，王勝春，羅四維，一種折線式掃描高分辨率成像系統和方法，專利申請號：201110425376.3

黃雅平，一種對圖像、視頻進行維數約簡的方法。專利申請號：200910089291.5，已授權, 權利號：CN101609510 B.

趙嘉莉，黃雅平，人臉識別的半監督鄰域判別分析方法。專利申請號：200910238335.6，權利號：CN 101877053A.

代表性著作：

科研項目及獲獎情況

科研項目：

國家和省部級科研項目：

國家自然科學基金：深度學習理論深度學習理論及在圖像識別中的應用研究，(61273364)，81萬，主持;

國家自然科學基金：基于人類感知機理的不變特征表示及其應用(60975078)，31萬，主持;

基本科研業務費專題基于視覺感知的高速鐵路運行環境安全檢測與預警(2011JBZ005)，55萬，主持;

科技部863計劃：基于視覺感知的智能計算模型及其關鍵技術研究(2007AA01Z168)，86萬，主持;

國家自然科學基金：視知覺組織的神經計算模型(60773016)，26萬，參加，排名第二;

國家自然科學基金：基于人類視覺感知系統的有效編碼模型 (60373029)，23萬，參加，排名第二;

國家自然科學基金：圖像識別的多特征判別流形學習方法研究(60872082)，32萬，參加，排名第四;

北京市自然科學基金：人腦記憶機制啟發下的視覺信息的表達與存儲(4092033)，11萬，參加，排名第二;

北京市自然科學基金：模擬初級視皮層的視覺表象模型與驗證(411 4112047)，11萬，參加，排名第二;

教育部高等學校博士學科點專項科研基金：基于視覺神經分層處理模式的信息有效編碼研究(20020004020)，6萬，參加，排名第二;

教育部高等學校博士學科點專項科研基金：知覺組織感知機理和算法研究的研究(20050004001)，6萬，參加，排名第三;

教育部高等學校博士學科點專項科研基金：基于“中國科技論文在線”模式的科技論文網絡發表，4.5萬，參加，排名第二;

教育部高等學校博士學科點專項科研基金：科技論文在線，15萬，參加，排名第二;

教育部高等學校博士學科點專項科研基金：中國學術會議在線，10萬，參加，排名第二;

教育部高等學校博士學科點專項科研基金：在線期刊，10萬，參加，排名第二;

獲獎情況：

2009年，北京交通大學優秀主講教師;

2010年，北京交通大學智謹獎教金“優秀青年教師”獎;

2010年，北京交通大學“青年科技之星”;

2010年，入選“紅果園雙百人才計劃(D類)”。

授課及指導研究生

None