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曹治国

职称:教授

电话:027-87558918

邮箱:zgcao@hust.edu.cn

研究方向:图像理解与分析、深度信息提取与真三维视频处理等

个人简介

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个人简介

1981--1985年,电子科技大学(原成都电讯工程学院)学习,电子工程专业,本科生,获学士学位

1987--1990年,电子科技大学学习,通信与电子系统专业,研究生,获硕士学位

1990—至今,华中科技大学,教师,并于2001年获华中科技大学模式识别与智能系统专业博士学位

 

主要研究方向

图像理解与分析、深度信息提取与真三维视频处理、运动检测与行为分析等

 

招生要求(专业需求和招生方向)

专业需求:自动化、电子信息工程、通信工程、计算机科学与技术、软件工程、光电信息工程、信息与计算科学、数学与应用数学

招生方向:图像处理与模式识别,计算机视觉与应用

 

代表性成果及获奖情况(论文、科研或奖励情况)

一、论文

 

1, Hao Lu Zhiguo CaoYang  XiaoZhiwen Fang Yanjun Zhu Towards fine-grained maize tassel flowering status recognition: dataset, theory and practice”,Applied Soft Computing, ISSN1568-4946Accepted

2, Jiaqi Yang , Qian Zhang , Ke Xian , Yang Xiao , Zhiguo Cao*, Rotational contour signatures for both real-valued and binary feature representations of 3D local shape”,Computer Vision and Image UnderstandingISSN1077-3142Accepted DOI: 10.1016/j.cviu.2017.02.004

3,  Jiaqi YangQian Zhang Zhiguo Cao* The effect of spatial information characterization on 3D local feature descriptors: A quantitative evaluatioon, Pattern Recognition ISSN0031-3203 AcceptedDOI:10.1016/j.patcog.2017.01.017

4,  Hao Lu, Zhiguo Cao*, Yang Xiao, Zhiwen Fang, and Yanjun Zhu,“Towards Good Practices for Fine-Grained Maize Cultivar Identification With Filter-Specific Convolutional Activations”,IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERINGISSN1545-5955AcceptedDOI: 10.1109/TASE.2016.2616485

5,  Jiaqi Yang, Qian Zhang, Yang Xiao, Zhiguo Cao*,“TOLDI: An effective and robust approach for 3D local shape description”,Pattern RecognitionVol.65: 175-187, May.2017. ISSN0031-3203 DOI: 10.1016/j.patcog.2016.11.019

6,  Zhiwen Fang, Zhiguo Cao, Yang Xiao, Hao Lu,“Refine BING using effective cascade ranking”,Applied Soft ComputingVol.52: 487--500, Mar.2017. ISSN 1568-4946DOI: 10.1016/j.asoc.2016.10.019

7,  Yanan Li, Zhiguo Cao*, Hao Lu, Yang Xiao, Yanjun Zhu, Armin B. Cremers In-field cotton detection via region-based semantic image segmentation”,Computers and Electronics in Agriculture, Vol.127: 475-486, Sep.2016. ISSN0168-1699DOI: 10.1016/j.compag,2016.07.006

8,  Chunhua Deng, Zhiguo Cao*, Yang Xiao, Hao Lu, Ke Xian, and Yin Chen, Exploiting Attribute Dependency for Attribute Assignment in Crowded Scenes, IEEE Signal Processing Letters, VOL.23 10):1325--1329, 2016ISSN: 1070-9908DOI: 10.1109/LSP.2016.2592689

9,  Zhiwen Fang, Zhiguo Cao, Yang Xiao, Lei Zhu, and Junsong Yuan, Adobe Boxes: Locating Object Proposals Using Object Adobes, IEEE TRANSACTIONS ON IMAGE PROCESSING, VOL. 259):4116--4128, September 2016ISSN: 1057-7149DOI: 10.1109/TIP.2016.2579311 

10,              Hao Lu, Zhiguo Cao*, Yang Xiao, Yanan Li, and Yanjun Zhu,“Region-based colour modelling for joint crop and maize tassel segmentation”,Biosystems Engineering, Vol.147: 139—150, Jul. 2016, ISSN:1537-5110DOI: 10.1016/j.biosystemseng.2016.04.007

11,              Yang Xiao, Zhiguo Cao*, Wen Zhuo, Liang Ye and Lei Zhu,“mCLOUD: A Multiview Visual Feature Extraction Mechanism for Ground-Based Cloud Image Categorization”,Journal of Atmospheric and Oceanic Technology, Vol.33,No.4, 789801, April. 2016. ISSN:0739-0572DOI: 10.1175/JTECH-D-15-0015.1

12,              Jiaqi Yang Zhiguo Cao Qian Zhang* A fast and robust local descriptor for 3D point cloud registration”,Information Sciences Vol.346–347: 163–179, Mar.2016ISSN: 0020-0255, DOI: 10.1016/j.ins.2016.01.095

13,              Yanjun Zhu, Zhiguo Cao, Hao Lu, Yanan Li, Yang Xiao, In-field automatic observation of wheat heading stage using computer vision, Biosystems Engineering, Vol.143: 2841, Mar. 2016, ISSN:1537-5110DOI: 10.1016/j.biosystemseng.2015.12.015

14,              Hao Lu, Zhiguo Cao, Yang Xiao, Zhiwen Fang, Yanjun Zhu, Ke Xian ;“Fine-grained maize tassel trait characterization with multi-view representations”,Computers and Electronics in Agriculture, Vol.118: 143-158, Oct.2015. ISSN0168-1699DOI: 10.1016/j.compag.2015.08.027

15,              Mengni Ye, Zhiguo Cao*, Zhenghong Yu, Xiaodong Bai, Crop feature extraction from images with probabilistic superpixel Markov random field Computers and Electronics in Agriculture, Vol.114: 247-260, June.2015. ISSN0168-1699 DOI: 10.1016/j.compag.2015.04.010  

16,              Chunhua Deng, Zhiguo Cao,  Zhiwen Fang, Yin Chen, Ruicheng Yan, and Yang XiaoRecognizing the Formations of CVBG Based on Multi-viewpoint Context, IEEE Transactions on Aerospace and Electronic Systems, VOL. 51, NO. 3: 1793-1810, July, 2015,  ISSN:0018-9251DOI: 10.1109/TAES.2015.140141

17,              Qian Zhang, Zhiguo Cao, Zhongwen Hu, Yonghong Jia, and Xiaoliang WuJoint Image Registration and Fusion for Panchromatic and Multispectral Image”,IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, VOL. 12, NO. 3, 467—471 MARCH 2015ISSN1545-598XDOI: 10.1109/LGRS.2014.2346398

18,              Lei Zhu, Zhiguo Cao*, Wen Zhuo, Ruicheng Yan, and Shuqing Ma,“A New Dew and Frost Detection Sensor Based on Computer VisionJournal of Atmospheric and Oceanic Technology, Vol.31,No.12, 2692–2712, December. 2014. ISSN:0739-0572DOI: 10.1175/JTECH-D-13-00102.1

19,              Lei Zhu, Dominik A. Klein, Simone Frintrop, Zhiguo Cao*, and Armin B. Cremers,“A Multisize Superpixel Approach for Salient Object Detection Based on  Multivariate Normal Distribution Estimation”,IEEE TRANSACTIONS ON IMAGE PROCESSING, VOL. 2312):5094--5107, DECEMBER 2014ISSN: 1057-7149DOI: 10.1109/TIP.2014.2361024

20,              Bai Xiaodong, Cao Zhiguo, Wang Yu, Yu Zhenghong, Zhu hu, Zhang Xuefen, Li Cuina,  Vegetation segmentation robust to illumination variations based on clustering and morphology modelling, Biosystems Engineering, Vol.125: 80—97, Sep. 2014, ISSN:1537-5110DOI: 10.1016/j.biosystemseng.2014.06.015

21,              Qin Yueming, Cao Zhiguo, Zhuo Wen, Yu Zhenghong, Robust Key point descriptor for multi-spectral image matching , Journal of Systems Engineering and Electronics, Vol.25, No4: 681-687, Aug. 2014, ISSN:1004-4132DOI: 10.1109/JSEE.2014.00078

22,              Bai Xiaodong, Cao Zhiguo, Wang Yu, Ye Mengni and Zhulei, Image segmentation using modified SLIC and Nyström based spectralclusteringOptik, Vol.125, No.16: 4302-4307, Aug.2014,ISSN: 0030-4026DOI: 10.1016/j.ijleo.2014.03.035

23,              Yin Chen, Armin B. Cremers, Zhiguo Cao,“Interactive color image segmentation via iterative evidential labeling”,International Journal on Information Fusion, Vol.20: 292-304, Nov. 2014, ISSN:1566-2535DOI: 10.1016/j.inffus.2014.03.007

24,              Yan Ruicheng, Cao Zhiguo, Wang Jianhui, Zhong Sheng, Dominik Klein and Armin Cremers, “Horizontal Velocity Estimation via Downward Looking Descent Images for Lunar Landing”, IEEE Transactions on Aerospace and Electronic Systems, VOL. 50, NO. 2: 1197-1221, April, 2014,  ISSN:0018-9251, DOI: 10.1109/TAES.2014.120065

25,              Chen, Yin, Armin B. Cremers, Cao, Zhiguo, “A variational change detection method for multitemporal SAR images”, REMOTE SENSING LETTERS, Vol.5, No.4: 342—351, April, 2014, ISSN: 2150-704X, DOI: 10.1080/2150704X.2014.904970

26,              Xiao Yang, Cao Zhiguo and Yuan Junsong, “Entropic image thresholding based on GLGM histogram”, Pattern Recognition Letters, Vol.40, 47—55, April, 2014, ISSN:0167-8655Doi:10.1016/j.patrec.2013.12.017

27,              Wang Jianhui, Zhong Sheng, Yan Luxin and Cao Zhiguo,An Embedded System-on-Chip Architecture for Real-time Visual Detection and Matching, IEEE Transactions on  Circuits and Systems for Video Technology, Vol.24, No.3: 525—538, Mar., 2014, ISSN: 1051-8215, DOI: 10.1109/TCSVT.2013.2280040

28,              Zhuo Wen, Cao Zhiguo and Xiao Yang, “Cloud Classification of Ground-based Images Using Texture-Structure Features”, Journal of Atmospheric and Oceanic Technology, Vol.31,No.1, 79-92, January. 2014. ISSN:0739-0572DOI: 10.1175/JTECH-D-13-00048.1

29,              Chen Yin, Cao Zhiguo, “Change detection of multispectral remote-sensing images using stationary wavelet transforms and integrated active contours”,International Journal Remote Sensing, Vol. 34, No. 24, 8817–8837, 2013. ISSN: 0143-1161DOI: 10.1080/01431161.2013.853145

30,              Bai Xiaodong, Cao Zhiguo, Wang Yu, Yu Zhenghong, Zhang Xuefen, Li Cuina, “Crop segmentation from images by morphology modeling in the CIE L*a*b* color space”, Computers and Electronics in Agriculture, Vol.99: 21-34, November.2013. ISSN0168-1699Doi:10.1016/j.compag.2013.08.022

31,              Yu Zhenghong, Cao Zhiguo, et al, “Automatic image-based detection technology for two critical growth stages of maize: Emergence and three-leaf stage”, Agricultural and Forest Meteorology, Vol.174 (6): 65-84, June, 2013.ISSN 0168-1923 Doi:10.1016/j.agrformet.2013.02.011

32,              Chen Yin, Cao Zhiguo, “An improved MRF-based change detection approach for multitemporal remote sensing imagery”, Signal Processing, Vol.93 (1):163-175, Jan. 2013. ISSN 0165-1684Doi:10.1016/j.sigpro.2012.07.013

33,              Zhong Sheng, Wang Jianhui, Yan Luxin, Kang Lie, Cao Zhiguo, “A real-time embedded architecture for SIFT”, JOURNAL OF SYSTEMS ARCHITECTURE, Vol.59(1): 16-29, Jan,2013Doi:10.1016/j.sysarc.2012.09.002

34,              Wang Wenwu, Cao Zhiguo, “Recognition of blurred faces using local phase pattern”, Electronics Letters,  Vol.48 (20):1262-1263, Sep. 2012. ISSN: 0013-5194DOI: 10.1049/el.2012.2482

35,              Zheng Yi, Cao Zhiguo, “Classification method for aerial LiDAR data based on Markov Random Field”, Electronics letters,  Vol.47(16): 934-936, Aug. 2011. ISSN: 0013-5194DOI: 10.1049/el.2011.0949

36,              Xiao Yang, Cao Zhiguo, Zhuo Wen, “Type-2 fuzzy thresholding using GLSC histogram of human visual nonlinearity characteristics”, Optics Express, Vol. 19(11): 10656-10672, May. 2011. ISSN: 1094-4087, DOI: 10.1364/OE.19.010656

37,              Xiao Yang, Cao Zhiguo, Zhong Sheng. “New entropic thresholding approach using gray level spatial correlation histogram”, Optical EngineeringVol.49(12): 127007, Dec. 2010. ISSN: 0091-3286DOI: 10.1117/1.3526333

38,              曹治国, 彭博, 桑农, 张天序. “基于Snake模型的血管树骨架三维重建技术”,计算机学报Vol.33(3): 603-611, Mar. 2010.

39,              卓问,曹治国,肖阳,“基于二维Ar imoto熵的阈值分割方法”,模式识别与人工智能 Vol.29(2):   Feb.2009.

40,              Zheng Yi, Cao Zhiguo, Xiao Yang, “Multi-spectral remote image registration based on SIFT”, Electronics Letters,Vol.44 (2):107-108, Jan. 2008. ISSN: 0013-5194DOI: 10.1049/el:20082477

41,              Zhang Biyin, Zhang Tianxu, Cao Zhiguo, Zhang Kun, Fast new small-target detection algorithm based on a modified partial differential equation in infrared clutter, Optical Engineering, Vol.46(10): 106401, Oct. 2007.

42,              Zhang Biyin, Zhang Tianxu, Zhang Kun, Cheng Zhao, Cao Zhiguo, Adaptive rectification filter for detecting small IR targets, IEEE Aerospace and electronic systems magazine, Vol.22(8): 20—26, Aug. 2007.

43,              Li Baopu, Sang Nong, Cao Zhiguo, Zhang Tianxu, Enhancement of X-ray angiogram images by adaptive anisotropic diffusion, Electronics Letters, Vol.41(20): 1107—1109. Sep. 2005.

44,              Shi Yan, Zhang Tianxu, Cao Zhiguo, Li Hui, A feasible approach for nonuniformity correction in IRFPA with nonlinear responseInfrared physics and Technology,  Vol.46(4): 329—337, Apr. 2005.

45,              Li Baopu, Cao Zhiguo, Sang Nong, Zhang Tianxu, Restoration of turbulence degraded images using improved multi-frame blind deconvolution algorithmElectronics Letters, Vol.40(23): 1478—1479. Nov. 2004.

46,              Jiaqi Yang, Qian Zhang, Ke Xian, Yang Xiao, Zhiguo Cao,“Rotational Contour Signatures For Robust Local Surface Description”,International Conference on Image Processing (ICIP 2016), Phoenix, USA, Sep. 2016 pp:3598 – 3602 DOI:10.1109/ICIP.2016.7533030

47,              Hao Lu, Zhiguo Cao, Yang Xiao, Zhiwen Fang, and Yanjun Zhu,“Fine-grained Maize Cultivar Identification Using Filter-Specific Convolutional  Activations”,International Conference on Image Processing (ICIP 2016), Phoenix, USASep. 2016 pp:3718 - 3722, DOI: 10.1109/ICIP.2016.7533054

48,              Ye Liang, Cao Zhiguo, Xiao Yang, Li Wei, Ground-based cloud image categorization using deep convolutional visual features, International Conference on Image Processing (ICIP 2015), Quebec, Canada, pp: 4808 - 4812, DOI: 10.1109/ICIP.2015.7351720

49,              Xie Xiaokang, Cao Zhiguo, Xiao Yang, Zhu Mengyu, Lu Hao, Blurred image recognition using domain adaptation”,International Conference on Image Processing (ICIP 2015), Quebec, Canada, pp: 532 - 536, DOI: 10.1109/ICIP.2015.7350855

50,              Zhu Mengyu, Cao Zhiguo, Xiao Yang, Xie Xiaokang, Beyond local phase quantization: Mid-level blurred image representation using fisher vector”,International Conference on Image Processing (ICIP 2015), Quebec, Canada, pp: 1890 - 1894, DOI: 10.1109/ICIP.2015.7351129

51,              Zhu Lei, Dominik A. Klein, Simone Frintrop, Cao Zhiguo, Armin B. Cremers, “Multi-scaleregion-basedsaliencydetectionusing W2 distance on N-dimensional normaldistributions”, International Conference on Image Processing (ICIP 2013), Melbourne, Australia, pp176-180.

52,              Zhuo Wen, Cao Zhiguo, et al, “Image classification using HTM cortical learning algorithms”, International Conference on Pattern Recognition (ICPR2012), Tsukuba Science City, JAPAN, pp2452—2455, Nov.2012,

53,              Yan Ruicheng, Cao Zhiguo, “3D Target Tracking in Infrared Imagery by SIFT-based Distance Histograms”, SPIE Conference on Security + Defence, Prague, Czech Republic, Proc. SPIE 8185, Electro-Optical and Infrared Systems: Technology and Applications VIII, 81850R, Sep. 2011

54,              Zhang Zhenjun, Cao Zhiguo, “A fast algorithm for wide baseline match basing on feature points filtration”, International Symposium on Photoelectronic Detection and Imaging 2011: Advances in Infrared Imaging and Applications, Beijing, China, Proc.SPIE 8193, 81934Q, May. 2011

55,              Xiao Yang, Cao Zhiguo, Zhang Tianxu. “Entropic thresholding based on gray-level spatial correlation histogram”, International Conference on Pattern Recognition (ICPR2008), Tampa, USA. Dec.2008,

 

 

二、科研获奖

1,“实时自动目标检测识别与弹载小型化实时信息处理技术”2006年12月获教育部科技进步一等奖;

2,“XX图像XXXX技术研究” 2006年获国防科工委国防科学技术二等奖;

3,“红外成像XXXX技术研究” 2006年获国防科工委国防科学技术三等奖;

4,“卫星XXXX处理技术” 2006年获国防科工委国防科学技术三等奖;

5,“图像XXXX技术” 2005年12月获国防科工委国防科学技术二等奖;

6,“WH-2001A非制冷红外热象仪”获2003年河南省科技进步二等奖;

7,“XXXX下视景象匹配技术”,获1998年国家教育部科技进步一等奖

8,“石英谐振器CAD系统”,获1997年航天工业总公司科技进步二等奖

9,“地(海)面目标特征提取与匹配识别及其在精确制导技术中的应用”,获1996年国家教委科技进步二等奖

 

 

三、知识产权

[1] 获授权国家发明专利27项,具体如下:

1,曹治国;王玉;余正泓;白晓东;吴茜;张雪芬;薛红喜;李翠娜;“一种小麦抽穗的自动检测方法”,专利号:ZL201210277879.5,授权日期:2015,8,27

2,曹治国;白晓东;余正泓;鄢睿丞;吴茜;王玉;张雪芬;薛红喜;李翠娜;“一种水稻抽穗期自动检测的方法”,专利号:ZL201210061671.X,授权日期:2014,5,16

3,曹治国;吴茜;余正泓;白晓东;王玉;张雪芬;薛红喜;李翠娜,“一种棉花三真叶期的自动检测方法”,专利号:ZL201210080445.6,授权日期:2014,3,26

4,曹治国;王玉;白晓东;余正泓;吴茜;张雪芬;薛红喜;李翠娜,“一种小麦出苗的自动检测方法”,专利号:ZL201210075979.X,授权日期:2014,3,10

5,曹治国;吴茜;余正泓;白晓东;王玉;张雪芬;薛红喜;李翠娜,“一种棉花三真叶期的自动检测方法”,专利号:ZL201210080445.6,授权日期:2014,2,7

6,曹治国;白晓东;余正泓;吴茜;王玉;张雪芬;薛红喜;李翠娜;王秀芳,“一种水稻乳熟期自动检测的方法”,专利号:ZL201210061645.7,授权日期:2013,12,28

7,曹治国;陈寅;孙健;王文武;肖阳;鄢睿丞;朱磊;余正泓;郑毅,“一种基于马尔科夫随机场的多时相遥感图像变化检测方法”,专利号:ZL 201110324400.4,授权日期:2013,10,30

8,曹治国;余正泓;白晓东;吴茜;鄢睿丞;朱磊;张雪芬;薛红喜;李翠娜,“一种玉米三叶期与七叶期的自动检测方法”,专利号:ZL201110162626.9,授权日期:2013,9,18

9,曹治国;白晓东;余正泓;鄢睿丞;吴茜;王玉;张雪芬;薛红喜;李翠娜,“一种水稻移栽后密度自动检测的方法”,专利号:ZL201110336855.8,授权日期:2013,8,21

10,曹治国;余正泓;白晓东;吴茜;鄢睿丞;张雪芬;薛红喜;李翠娜,“一种玉米出苗期的自动检测方法”,专利号:ZL201110458163.0,授权日期:2013,7,31

11,曹治国;段西尧;肖阳;朱磊;熊嶷;张旋;付强;马舒庆;李肖霞,“一种基于图像处理的降水粒子相态识别方法”,专利号:ZL201110192029.0,授权日期:2013,5,22

12,曹治国;白晓东;余正泓;鄢睿丞;朱磊;张雪芬;薛红喜;李翠娜,“一种水稻移栽分蘖的自动检测方法”,专利号:201110110323.2,授权日期:2013,4,17

13,曹治国;熊嶷;肖阳;朱磊;段西尧;张旋;付强;马舒庆;李肖霞,“一种基于图像的地面状态种类识别方法”,专利号:ZL 201110175608.4,授权日期:2012,10,10

14,曹治国;鄢睿丞;余正泓;朱磊;张雪芬;白晓东;李翠娜,“一种基于图像检测棉花吐絮的方法”,专利号:ZL201110031146.9,授权日期:2012,9,26

15,鄢睿丞;曹治国;覃月明;张旋;王文武,“一种基于置信度和多帧判决的目标识别跟踪转换方法”,专利号:ZL201110090680.7,授权日期:2012,9,26

16,曹治国;卓问;朱磊;马舒庆,“一种自动检测结霜的方法”,专利号:ZL201010592481.1,授权日期:2012,9,5

17,曹治国;余正泓;鄢睿丞;朱磊;张雪芬;薛红喜;李翠娜,“作物自动测高装置”,专利号:ZL201110020638.8,授权日期:2012,8,15

18,曹治国;卓问;朱磊;马舒庆,“一种自动检测结露的方法”,专利号:ZL 201010592443.6,授权日期:2012,8,15

19,曹治国;肖阳;马舒庆;卓问;段西尧;鄢睿丞;熊嶷,“一种雨滴识别方法”,专利号:ZL201010145824.X,授权日期:2012,5,9

20,曹治国;肖阳;马舒庆;卓问;段西尧;鄢睿丞;熊嶷,“一种雨滴识别方法”,专利号:ZL201010145822.0,授权日期:2012,2,29

21,曹治国;肖阳;马舒庆;卓问;段西尧;鄢睿丞;熊嶷,“一种基于图像的输电线覆冰状态检测方法”,专利号:ZL201010145761.8, 授权日期:2011,4,20

22,曹治国;范 绎;卓 问;肖 阳,“一种遥感图像分类方法”,专利号:ZL 200710052417.2,授权日期:2012,8,4

23,曹治国,范绎,卓问,“一种基于上下文的机场目标解译方法”,专利号:ZL 200810197556.9,授权日期:2012,6,9

24,曹治国;肖 阳;邹腊梅,“一种基于属性直方图的图像分割方法”,专利号:ZL200710052271.1,授权日期:2009,12,30

25,曹治国;王 凯;肖 阳;徐正翔;邹腊梅;马明刚;谭 颖,“一种基于非子采样轮廓波变换的图像融合方法”,专利号:ZL 200710052492.9,授权日期:2009,10,28

26,曹治国;张天序;桑 农;周 奕,“在数字冠脉造影图像中分割血管数据的方法”,专利号:ZL 200710052166.8,授权日期:2009,10,7

27,曹治国;马明刚;郑 毅;肖 阳;邹腊梅;王 凯;谭 颖, “一种多相似性测度图像配准方法”,专利号:ZL 200710052491.4,授权日期:2009,7,22

 

[2] 获软件著作权登记11项,具体是:

(1)景物分类软件 V1.0,登记号:2007SR03723

(2)判断目标识别性能与图像分辨率关系系统软件 V1.0,登记号:2006SR03015

(3)遥感图像飞机目标自动识别软件 V1.0,登记号:2006SR03014

(4)基于最小距离分类器的增量学习算法软件 V1.0,登记号:2006SR03013

(5)可见光与红外飞机目标融合识别软件 V1.0,登记号:2006SR03012

(6)模块化神经网络自动目标识别软件 V1.0,登记号:2006SR02985

(7)遥感图像机场目标自动识别软件 V1.0,登记号:2006SR02678

(8)遥感图像水体目标自动识别软件 V1.0,登记号:2006SR02677

(9)基于Gabor直方谱的遥感影像分类软件 V1.0,登记号:2008SR23257

(10)非子采样轮廓波变换系统软件 V1.0,登记号:2008SR23258

(11)多源观测数据综合处理与分析技术集成演示系统V1.0,登记号:2012SR010746,证书号:软著登字第0378782号,2012,2,17