钱沄涛教授个人主页

  • 钱沄涛
  • 博士、教授、博士生导师
  • Email:ytqian@zju.edu.cn

个人简历(pdf)

1985.09 – 1989.06  本科生,西安交通大学信息与控制工程系,获自动控制专业工学学士学位

1989.09 – 1992.06  硕士生,西安交通大学信息与控制工程系,获模式识别与智能控制专业工学硕士学位

1992.09 – 1996.03  博士生,西安电子科技大学电子工程系,获信号与信息处理专业工学博士学位

        1996.04 – 1998.03  博士后,西北工业大学计算机科学与技术博士后流动站

1998.04 – 2002.11  副教授,浙江大学计算机科学与技术学院

2002.12 – 至今    教授,博士生导师(2003年),浙江大学计算机科学与技术学院 

1999.08 – 2000.10  访问科学家,加拿大Concordia大学模式识别与机器智能研究中心

2001.02 – 2001.08  访问教授,香港浸会大学计算机系

2006.03 – 2007.1  访问教授,美国Carnegie Mellon大学计算机学院机器学习系

2010.07 – 2010.9  访问教授,澳大利亚National ICT Australia

中国海洋大学兼职教授,中国体视学会理事,中国计算机学会人工智能与模式识别专业委员会委员,中国计算机学会模糊逻辑与多值逻辑专业委员会委员,中国电子学会高级会员,中国电子学会信号处理分会委员,IEEE会员。2005年入选浙江省新世纪151人才工程培养人选。

近年的代表性论文有:

1.    Yuntao Qian, Minchao Ye, and Jun Zhou. "Hyperspectral Image Classification Based on Structured Sparse Logistic Regression and 3D Wavelet Texture Features", IEEE Transactions on Geoscience and Remote Sensing, 2012.
2.    Wenbin Zheng, Yuntao Qian, “Non-Negative Sparse Semantic Coding for Text Categorization”, IEEE International Conference on Pattern Recognition (ICPR’2012),Tsukuba, Japan, 2012.
3.    Yuntao Qian, Minchao Ye, Qi Wang, “'Noise reduction of hyperspectral imagery using nonlocal sparse representation with spectral-spatial structure”, IEEE International Geoscience & Remote Sensing Symposium (IGARSS'12), Munich, German, 2012.
4.    Yuntao Qian, Yanhao Shen, Minchao Ye, Qi Wang, “3-D nonlocal means filter with noise estimation for hyperspectral imagery denoising”, IEEE International Geoscience & Remote Sensing Symposium (IGARSS'12), Munich, German, 2012.
5.    Yuntao Qian, Sen Jia, Jun Zhou, Antonio Robles-Kelly. "Hyperspectral unmixing via L-1/2 sparsity-constrained nonnegative matrix factorization". IEEE Trans. on Geoscience and Remote Sensing, 49(11):4282-4297, 2011.
6.    Yuntao Qian, Jun Zhou, Minchao Ye, Qi Wang. "Structured sparse model based feature selection and classification for hyperspectral imagery". IEEE International Geoscience & Remote Sensing Symposium (IGARSS'11), Vancouver, Canada, 2011.
7.    Jiming Li, Yuntao Qian, “Dimension Reduction of hyperspectral images with sparse linear discriminant analysis”, IEEE International Geoscience & Remote Sensing Symposium (IGARSS'11), Vancouver, Canada, 2011.
8.    Kai Wang, Yuntao Qian, “Fast and accurate iris segmentation based on linear basis function and RANSAC”, IEEE International Conference on Image Processing (ICIP’2011), Brussels, Belgium, 2011.
9.    Yuntao Qian, Sen Jia, Jun Zhou, Antonio Robles-Kelly. "L1/2 Sparsity Constrained Nonnegative Matrix Factorization for Hyperspectral Unmixing". Proceedings of Digital Image Computing: Techniques and Applications (DICTA'10), pp. 447-453, Sydney,Australia, 2010.
10.   Jiming Li, Yuntao Qian, Sen Jia, “Regularized logistic regression method for change detection in multispectral data via pathwise coordinate optimization”, 2009 IEEE Int. Conf.Image Processing, Hong Kong, pp. 2305-2308, 2010.
11.   Sen Jia, Yuntao Qian, Jiming Li, Yan Li, Zhong Ming, “Hierarchical alternating least squares algorithm with sparsity constraint for hyperspectral unmixing”, 2009 IEEE Int. Conf.Image Processing, Hong Kong, pp.2309-2312, 2010.
12.   Yuntao Qian, Qi Wang, “Noise-robust subband decomposition blind signal separation for hyperspectral unmixing'”, 2010 IEEE International Geoscience and Remote Sensing Symposium (IGARSS). Honolulu, Hawaii, USA, pp.983-986, 2010.
13.  Sen Jia, Yuntao Qian, Jiming Li, Weixiang Liu, Zhen Ji, “Feature Extraction and Selection Hybrid Algorithm for Hyperspectral Imagery Classification”, 2010 IEEE International Geoscience and Remote Sensing Symposium (IGARSS). Honolulu, Hawaii, USA, pp.72-75,2010.
14.   Sen Jia, Yuntao Qian, “Constrained nonnegative matrix factorization for hyperspectral unmixing”. IEEE Transactions on Geoscience and Remote Sensing, 47(1):161-173, Jan.2009.
15.   Jiming Li, Yuntao Qian, "Regularized Multinomial Regression Method for Hyperspectral Data Classification via Pathwise Coordinate Optimization", Digital Image Computing: Techniques and Applications (DICTA2009), Melbourne, Australia, Dec 1-3, 2009.
16.   Jiming Li, Zhenfang Hu, Yuntao Qian, “Hyperspectral data classification using margin infused relaxed algorithm”, 2009 IEEE Int. Conf. Image Processing, Cairo, Egypt, pp,1689-1692, 2009.11.
17.   Futian Yao, Yuntao Qian, “Band selection based Gaussian processes for hyperspectral remote sensing image classification”, 2009 IEEE Int. Conf. Image Processing, Cairo, Egypt,pp,2845-2848, 2009.11.
18.   Yuntao Qian, Robert Murphy, “Improved recognition of figures containing fluorescence microscope images in online journal articles using graphical models”, Bioinformatics, 24(4):569-576, 2008.
19.   Sen Jia and Yuntao Qian, “Band Selection for Hyperspectral Imagery Using Affinity Propagation”, International Conference of Digital Image Computing: Techniques and Applications (DICTA2008), Canberra, Australia.
20.   Sen Jia and Yuntao Qian. “Spectral and Spatial Complexity Based Hyperspectral Unmixing”. IEEE Trans. on Geoscience and Remote Sensing, 45(12): 3867-3879, December 2007.
21.   Guang Dai, Dit-Yan Yeung, Yuntao Qian, “Face recognition using a kernel-fractional-step discriminant analysis algorithm”, Pattern Recognition, 40(1): 229-243, 2007.

主持的主要科研项目有:

1. 基于张量结构稀疏模型的高光谱成像信息处理,国家自然科学基金(61171151),2012.1~2015.12.
2. 用于地理标注应用的基于图的遥感数据表示方法研究,国家自然科学基金中澳科技合作特别基金(61011120054),2010.1~2012.12.
3. 统计认知分类/聚类模型及其模型计算方法研究,国家自然科学基金(60872071),2009.1~2011.12.
4. 多分辨分析,奇异性检测和数据聚类分析,国家自然科学基金(60103018),2002.1~2004.12.
5. 果蔬农超对接供应链集成系统与应用示范,十二五国家支撑计划项目食品包装与冷链物流关键技术研究与产业化示范(2011BAD24B00),2011-2014.
6. 面向下一代网络的先进智能管理关键技术研究与实现,浙江省重点科技计划项目(2006C21001),2006.1~2007.12.
7. 麦克风阵列处理及语音交互,华为高校科技合作项目,2011.1-2012.6
8. 低照度图像降噪技术研究,华为高校科技创新基金,2010.10~2011.12
9. 基于概率图模型的多态非平稳噪声消除方法研究,华为高校科技合作基金,2009.10~2010.12.
10. 基于数据融合和自适应混合模型匹配的故障诊断,华为高校科技合作基金,2004.10~2005.12.
11. 用于大规模高维复杂数据集的聚类分析方法研究,教育部留学回国人员启动基金,2001.10~2003.10.
12. 数据挖掘中的高效聚类方法研究,浙江省留学回国人员科研基金,2002.1~2003.12.