上海交通大学自动化系

对地观测与视频监测影像大数据智能处理

发布时间：2023-10-29 浏览次数：34

团队负责人：方涛

团队成员：霍宏、王利生

方涛

研究方向：神经编码与类脑计算、深度学习、影像大数据智能化处理

www.sensingworld.sjtu.edu.cn
霍宏

研究方向：影像大数据网络化、协同化与智能化处理

www.sensingworld.sjtu.edu.cn
王利生

研究方向：医学图像处理

相关项目

（1）国家973计划：高分辨率遥感数据精处理和空间信息智能转化的理论与方法第三课题“高分辨率遥感影像的目标特征描述与数学建模”（2012CB719903），2012.1-2016.12

（2）国家973计划：对地观测数据——空间信息——地学知识转会机理第三课题“高性能的遥感图像网格计算与信息解译的智能方法”（2006CB701303），2006.1-2010.12

（3）国家863计划：高空间分辨率遥感图像精细分类及其变化检测关键技术研究（2006AA12Z105），2006.12.1-2009.5.31

（4）国家863计划：“多维多态交通状态感知”课题“基于高点视频的实时交通信息采集”，2013.1-2014.12

（5）国家自然科学基金面上项目：基于多分辨记忆的视觉注意早选择计算模型研究，（61075106），2011.1-2013.12

（6）国家自然科学基金面上项目：共形变换核的多核拓展及其优化学习方法，（61375008），2014.1-2017.12

（7）国家自然科学基金重点项目：高分辨SAR测试库及数据质量评估（61331015），2014.1-2018.12

（8）国家自然科学基金：基于生物视觉启发的卫星遥感影像对象解译理论研究（41071256），2011.1-2013.12

（9）国家自然科学基金青年基金：基于贝叶斯集成的视觉注意模型及其高分辨率遥感影像目标快速检测研究（41101386），2012.1.1-2014.12.31

（10）博士点基金项目：高空间分辨率卫星遥感目标识别的若干理论研究（20090073110018），2010.1-2012.12

（11）上海市自然科学基金项目：基于共享注意的远程协同视觉搜索及应用研究（13ZR1421600），2013.7-2016.7

（12）中电38所预研项目：基于多源图像的地物分类技术，2014.3-2015.5

（13）国际合作项目：基于机器学习的中文处理与意图理解，2014.3-2016.3

（14）横向项目：特种服务机器人，2012.3-2013.12

（15）上海市科委重点项目：基于影像内容的自动搜索和特定目标的变化检测与更新技术研究（055115018），2005.10.1-2006.12.31

（16）国家自然科学基金面上项目：空间数据挖掘的若干理论与技术问题的研究（60275021），2003.1-2005.12

（17）上海市科委项目：海量城市空间信息分布式处理技术与在线服务研究（035115005），2003.11-2005.6

（18）教育部留学回国人员科研启动基金(2015)，2015.3-2017.4

代表性论文

[1]. Xi Chen, Tao Fang, Hong Huo, and Deren Li. Measuring the effectiveness of various features for thematic information extraction from very high-resolution remote sensing images. IEEE Transactions on Geoscience and Remote Sensing,2015, 53(9): 4837-4851

[2]. Gao X.L, Wan W.B, Zhao Q.F, Zhang X.M., Point-of-Interest Reconstruction Based on Local Self-Similarity for Real-World Scenes. Measurement Science & Technology. 26 (2015) 085010 (10pp).

[3]. Fangfang Lu, Qunfei Zhao, Genke Yang. A no-reference image quality assessment approach based on steerable pyramid decomposition using natural scene statistics. Neural Computing and Applications,2015, 26(1): 77-90.

[4]. Zhen Lei, Tao Fang, Hong Huo, Deren Li. Bi-Temporal Texton Forest for Land Cover Transition Detection on Remotely Sensed Imagery. IEEE Transactions on Geoscience and Remote Sensing, 2014, 52(2): 1227-1237

[5]. Hongbing Huang, Hong Huo, Tao Fang, Hierarchical Manifold Learning With Applications to Supervised Classification for High Resolution Remotely Sensed Images. IEEE Transactions on Geoscience and Remote Sensing, 2014, 52(3): 1677-1692

[6]. Yangzhou Gan, Qunfei Zhao. An effective defect inspection method for LCD using active contour model.IEEE Transactions on Instrumentation & Measurement,2013, 62(9): 2348-2445.

[7]. Nan Li, Hong Huo, Yu-ming Zhao, Xi Chen and Tao Fang. A spatial clustering method with edge weighting for image segmentation. IEEE Geoscience and Remote Sensing Letters, 2013, 13(10): 1124 – 1128

[8]. Chen X, Zhu X. Y., Wan W.B，Yang Z.Y. Statistics of spatial-temporal concatenations of features at human fixations in action classification. Journal of Vision, 2013,13:520.

[9]. Zhen Lei, Fang Tao, Hong Huo, and Deren Li, Rotation-Invariant Object Detection of Remotely Sensed Images Based on Texton Forest and Hough Voting,IEEE Transactions on Geoscience and Remote Sensing, 2012,.50(4): 1206-1217

[10].Hong Huo, Jianjun Qing, Tao Fang, and Nan Li. Land Cover Classification Using Local Softened Affine Hull. IEEE Transactions on Geoscience and Remote Sensing, 2012,50(11): 4369-4383.

[11].Liu Jia-hang, Li De-ren and Fang Tao. Shadow detection for color remotely sensed images based on multi features integration. Journal of Applied Remote Sensing,2012,6:1-23.

[12].Wan W.B, Yang Z.Y. Statistics of Three-Dimensional Natural Scene Structure. Journal of Vision,2012, 12(9): 1203; doi:10.1167/12.9.1203.

[13].Wan W.B, Yang Z.Y. A Visual Code Book--Structured Probability Distributions in Natural Scenes. BMC Neuroscience,2012,13(Suppl 1):9.

[14].Chen X, Wan W.B Yang Z.Y. Statistics of Eye Movements in Scene Categorization and Scene Memorization. BMC Neuroscience, 2012,13(Suppl1):8

[15].Chen X, Wan W.B, Yang Z.Y. 2012. Statistics of Natural Scene Structures and Scene Categorization. BMC Neuroscience, 2012,13(Suppl 1):7.

[16].Xi Chen, Tao Fang, Hong Huo and Deren Li, Graph-Based Feature Selection for Object-Oriented Classification in VHR Airborne Imagery.IEEE Transactions on Geoscience and Remote Sensing, 2011, 49(1): 353-365.

[17].Jianjun Qing, Hong Huo, Tao Fang, Pattern Classification Based on k Locally Constrained Line，Soft Computing, 2011, 15(4): 703-712

[18].Liu Jia-hang, Fang Tao, and Li De-ren. 2011. Shadow detection from remotely sensed images based on self-adaptive feature selection. IEEE Transactions on Geoscience and Remote Sensing,49(12):5092-5103.

[19].Wan W.B, Fang T, Li S.G. Vehicle detection algorithm based on light pairing and tracking at nighttime. Journal of Electronic Imaging, 2011, 20(4): 043008.

[20].Xi Chen, Tao Fang, Hong Huo, Deren Li, Semisupervised Feature Selection for Unbalanced Sample Sets of VHR Images. IEEE Geoscience and Remote Sensing Letters, 2010, 7(4): 781-785

[21].NanLi, HongHuo,TaoFang, A Novel Texture-Preceded Segmentation Algorithm for High Resolution Imagery, IEEE Transactions on Geoscience and Remote Sensing, 2010, 48(7):.2818-2828

[22].Fei Cheng, Jiangsheng Yu, and Huilin Xiong, Facial Expression Recognition in JAFFE Dataset Based on Gaussian Process Classification. IEEE Trans. on Neural Networks,2010,21(10): 1685-1690.

[23].Sheng Xu, Tao Fang, Deren Li, Shiwei Wang. Object Categorization of Aerial Image with Bag-of-Visual-Words. IEEE Geoscience and Remote Sensing Letters,2010,7(2):366-370.

[24].Zhengwu Yang,and Tao Fang. On the accuracy of image normalization by Zernike moments. Image and Vision Computing, 2010, 28(3):403-413.

[25].Zhiqiang Li, Tao Fang, Hong Huo, Julian Zhu,Color conspicuity map based on wavelet low-pass pyramid for popping out contours of salient objects. Optical Engineering, 2010, 49(5): 050502-3

[26].Jianjun Qing, Hong Huo, Tao Fang, Supervised land cover classification based on locally reduced convex hull, International Journal of Remote Sensing,2010, 31(8): 2179-2187

[27].Zhiqiang Li , Tao Fang, Hong Huo, A saliency model based on wavelet transform and visual attention. Science China Information Sciences, 2010, 53(4): 738-751

[28].Xu Yang, Huilin Xiong, and Xin Yang, Optimal Gaussian Kernel Parameter Selection for SVM Classification. IEICE Trans. on Information and Systerm, 2010,.E93-D(12): 3352-3357.

[29].Wan W.B, Shi P.F, Scaffold Modeling Application in the Repair of Skull Defects, Artificial Organs, 2010, 34(4):339-342.

[30].Hong Tang, Tao Fang, Pei-Jun Du, Peng-Fei Shi, Intra-dimensional feature diagnosticity in the Fuzzy Feature Contrast Model, Image and Vision Computing, 2008, 26(6): 751-760

[31].Jiangsheng Yu, Fei Cheng, Huilin Xiong, Wanling Qu, Xue-wen Chen, A Bayesian approach to support vector machines for the binary classification.Neurocomputing,2008,72(1-3): 177-185.

[32].Huilin Xiong, Ya Zhang, and Xue-wen Chen, Data-dependent kernel machines for microarray data classification. IEEE/ACM Trans. on Computational Biology and Bioinformatics, 2007, 4(4): 583-595

[33].Hong Tang, Tao Fang, Peng-Fei Shi, Laplacian Linear Discriminant Analysis, Pattern Recognition, 2006, 39(1):136-139

[34].Hong Tang, Tao Fang, Peng-Fei Shi, Nonlinear discriminant mapping using the Laplacian of a graph, Pattern Recognition, 2006, 39(1):156-159

[35].Huilin Xiong, Xue-wen Chen, Kernel-based distance metric learning for microarray data classification.BMC Bioinformatics, 2006, 7: 299

[36].Huilin Xiong, M.N.S. Swamy, and M.O. Ahmad, Optimizing the Kernel in the Empirical Feature Space. IEEE Trans. on Neural Networks, 2005, 16(2): 460-474.

[37].Huilin Xiong, M.N.S. Swamy, and M.O. Ahmad, 2 Dimensional FLD for Face Recognition.Pattern Recognition, 2005, 38(7): 1121-1124.

[38].Huilin Xiong, M.N.S. Swamy, M.O. Ahmad, and Irwin King, Branching competitive learning network: A novel self-creating model. IEEE Trans. on Neural Networks, 2004, 15(2): 417-429.

[39].Huilin Xiong, M.N.S. Swamy, and M.O. Ahmad, Competitive splitting for codebook initialization.IEEE Signal Processing Letters, 2004, 10(5): 474-477

[40].Hong Tang, Tao Fang, Pengfei Shi, Spectral similarity measure based on fuzzy feature contrast model, Optics Communications, 2004, 238(1-3):123-137

[41].Huilin Xiong, Tianxu Zhang, Y. S. Moon, A translation- and scale-invariant adaptive wavelet transform.IEEE Trans. on Image Processing, 2000, 9(12): 2100-2108.

团队硕博士生

约33人

主要成果展示

（1）高分辨率遥感影像智能解译平台