A survey on feature extraction of SAR images

ICCASM 2010 - 2010 International Conference on Computer Application and System Modeling, Proceedings

Volumn 1, Issue , 2010, Pages

  Li, Yi Bo ^a   Zhou, Chang ^a   Wang, Ning ^a  

^a SHENYANG AEROSPACE UNIVERSITY   (China)

Author keywords

ATR; Feature extraction; Method classification; SAR

Indexed keywords

AMOUNT OF INFORMATION; ATR; FEATURE EXTRACTION METHODS; METHOD CLASSIFICATION; SAR; SAR ATR; SAR IMAGES; TARGET TYPE; UNSOLVED PROBLEMS;

COMPUTER APPLICATIONS; DATA PROCESSING;

FEATURE EXTRACTION;

EID: 78649530321     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICCASM.2010.5619316     Document Type: Conference Paper

References (71)

1. Ji Ke-feng, A survey on feature extraction and classification methods of SAR images[D]. National University of Defense Technology, 2003.
2. Leslie M. Novak, Gregory J. Owirak, et al.Radar target identification using spatial matched filters[J].Pattem Recognition, 1994, 27(4): 607-617.
3. He Zhi-guo, Lu Jun, Kuang Gang-yao.A survey on feature extraction and selection of SAR images[J]. Signal Processing, 2008, 24(5).
4. Wang ByHer. An automatic target recognition system for SAR imagery[D]. Stanford University, 1997.
5. Han Zhen.A survey on SAR image feature automatic target recognition methods based on projection features[D].Civil Aviation University of China, 2009.
6. Eric R. Keydel.Signature Prediction for Model-Based Automatic Target Recognition[J].SPIE, 1996, 27(57), 306-317.
7. Joseph Diemunsch, John Wissinger.Moving and Stationary Target Acquisition and Recognition (MSTAR) Model-Based Automatic Target Recognition: Search Technology for a Rohust ATR[C].SPIE, 1998, 3370, 481-492.
8. B Bhanu, et al. Recognition of articulated objects in SAR images[C]. In Proceedings of the ARPA Image Understanding Workshop, 1996. 1237 -1250.
9. Ji Ke-feng, Kuang Gang-yao, Su Yi, et al.Methods of target's peak extraction and azimuth estimation from SAR imagery[J]. Journal of Astronautics. 2004, 25 (1): 102 - 108.
10. B K P Hom. Robot vision [M]. Cambridge, MA MIT Press, 1986.
11. Reuven Meth. Target/shadow segmentation and aspect estimation in SAR Imagery[C]. SPIE, 1998, 3370:188-196.
12. Liviu I Voicu, Ron Patton, Harley R Myler. Multi - criterion vehicle pose estimation for SAR 3/ATR[C]. Proc.SPIE, 1999, 3721, 497-506.
13. Ji Ke-feng, Kuang Gang-yao, Yu Wen-xian.A Method of Estimating Target Azimuth From SAR Image Based on Linear Regression[J]. Modem Radar, 2004, 26 (11): 26-29.
14. Li Su-dan, Li Guang-xia, Zhang Cui, et al.A Synthetical Aspect Estimate Method for SAR Targets[J]. Signal Processing, 2003, 19 (5): 473 - 477.
15. Zhou Lin, Ji Ke-feng.A Combined Method for Azimuth Estimation of SAR Target[J]. Computer Simulation.2008, 25(8), 27-31.
16. Zhaohui Chen.Machine Learning Approach Towards Automatic Target Recognition [D]. A thesis for the doctor's degree.Cambridge, Massachusetts, USA: Harvard University. 2001.
17. Zhao Ling-jun, Jia Cheng-li, Kuang Gang-yao.Overview of Edge Detection in SAR Images[J]. Journal of Image and Graphics. 2007, 12(12).
18. Anil KJain, Robert P.W.Duin, Jianchang Mao.Statistical Pattern Recognition:A Review[J].IEEE Transactions on Pattern Analysis and Machine Intelligence, 2000, 22(1 ):4-37.
19. R.M.Haralick, L.T.Watson, T.J.Laffey.The Topographic Primal Sketch[J]. The International Journal of Robotics Research, 1983, 2:50-72.
20. Reuven Meth, Rama Chellappa.Automatic classification of targets in synthetic aperture radar imagery using topographic features[C].SPIE Conference on Algorithms for Synthetic Aperture Radar Imagery III. 1998: 186-193.
21. GAO Gui.Research on Target's Feature Exaction From High-Resolution SAR Images[D].National University of Defense Technology, 2003.
22. Yang Yi-nan, Qiu Yu-xia, Lu Chao.Automatic Target Classification Experiments on the MSTAR SAR Images[C]. Proc Sixth Int Conf on SNPD/SAWN, Towson, 2005: 2-7.
23. Hu Li-ping, Liu Hong-wei, Wu Shun-jun. Novel per-processing method for SAR image based automatic recognition [J]. Journal of Xidian University, 2007, 34(5):733-737.
24. HE Kun, LIU Hong-wei, WU Shun-jun.Automatic Target Recognition Based on MSTAR SAR Image Database[C], 2005 China Conference on Synthetic Aperture Radar, 2005:278-282.
25. Han Ping, Wu Ren-biao, Wang Zhao-hua, et al.SAR automatic target recognition based on KPCA criterion[J]. Journal of Electronics and Information Technology, 2003, 25(10): 1297-1301.
26. Han Ping, Wu Ren-biao, Wang Yun-hong, et al. An efficient SAR ATR approach[C].IEEE International Conference on Acoustics, Speech, and Signal Processing, Hong Kong, China, 2003, 4: 429-432.
27. Hu Li-ping, Liu Hong-wei, Wu Shun-jun. SAR Target Feature Extraction and Recognition Based on Two-Stage 2DPCA[J]. Journal of Electronics & Information Technology 2008, 30(7): 1722-1726.
28. Hu Li-ping, Liu Jin, Liu Hong-wei, et al. Automatic target recognition based on SAR images and Two-Stage 2DPCA features[C]. Synthetic Aperture Radar, 2007, 11: 801-805.
29. Lu Xiao-guang, Han Ping, Wu Ren-biao. Two dimensional principal component analysis for SAR ATR[C]. APSAR 2007, 2007: 513-516.
30. Li Mao-kuan, Guan Jian, Duan Hui, et al. SAR ATR based on Support Vector Machines and Independent Component Analysis[C]. Radar, 2006. CIE'06. International Conference on Publication Date, 2006, 16(19): 1444-1446.
31. H. Wang, Y.Pi, G.Liu, et al. Applications of ICA for the enhancement and classification of polarimetric SAR images[J]. International Journal of Remote Sensing, 2008, 29 (6): 1649-1663.
32. Duan Rong, Chen Ling, Man Hong. Adaptive SAR ATR in likelihood space[C]. Algorithms for Synthetic Aperture Radar Imagery XII. Proceedings ofSPIE 2005, 5808: 294-305.
33. Yu Hong-yun, Guan Jian, Giang Tao, et al. SAR ATR based on multi-subspaces of independent component analysis [C]. Synthetic Aperture Radar, 2007. APSAR 2007: 493-496.
34. Lu Xiaoguang, Han Ping, Wu Renbiao. Research on Mixed PCA/ICA for SAR Image Feature Extraction[C]. ICSP2008 Proceedings, 2008: 2465-2468.
35. Huan Ruo-hong, Yang Ru-liang.SAR image target recognition based on KFD + ICA feature extraction[J]. Systems Engineering and Electronics. 2008, 30(7): 1237-1240.
36. Simonetto E, Oriot H, Garello R. Rectangular Building Extraction from Stereoscopic Airborne Radar Images[J]). IEEE Trans on Geoscience and Remote Sensing, 2005, 43 (10):2386-2394.
37. Tupin F, Roup M. Merging of SAR and Optical Features for 3D Reconstruction in a Radar grammetic Framework[C].Proc of the 2004 IGARSS, Anchorage, USA: IEEE, 2004: 82-89.
38. Tupin F, Roup M. Detection of Building Outlines Based on the Fusion of SAR and Optical Feature[J]. ISPRS Journal of Photo grammetry & Remote Sensing, 2003, 58 (1-2):71-82.
39. Jahangir M, Blacknell D, Moate C, et al.Extraction Information from Shadows in SAR Imagery[C].Proc of the 2007 ICMV, Islamabad, Pakistan: IEEE, 2007 107-112.
40. U. Soergel, U. Thoennessen.High-resolution SAR data: new opportunites and challenges for the analysis of urban areas[M].IEE Proc. Radar Sonar Navig, 2006, 153.
41. Thiele A, Cadario E, Schulz K, et al. Feature Extraction of Gable-Roofed Buildings from Multi-Aspect High-Resolution InSAR Data[C], Proc of the 2007 IGARSS, Barcelona, Spain: IEEE, 2007:262-265.
42. Tison C, Tupin F, Martre, H. Retrieval of Building Shapes from Shadows in High Resolution SAR Interferometric Images [C].Proc of the 2004 IGARSS, Anchorage, USA: IEEE, 2004: 1788-1791.
43. Xu Hua-ping, Chen Jie, Zhou Yin-qing, et al.A Survey of Interferometric SAR Topography Mapping Data Processing Technique[J].Radar Science and Technology, 2006, 4 (1): 15-21.
44. Zou Bin, Xu Ke, Zhang La-mei, et al.Study on Extraction Methods of Three-Dimension Information of Buildings in SAR Images[J].Radar Science and Technology.2009, 7(2).
45. Jia Cheng-li, Zhao Ling-jun, Wu Qi-chang, et al.Automatic Road Extraction from SAR Imagery Based on Genetic Algorithm[J].Journal of Image and Graphics. 2008, 13(6).
46. Wang Yun-feng, Tang Zhi-wei, Wang Jian-guo, et al.The Study of Identifying Method About Bridge on SAR Image[J]. Systems Engineering and Electronics. 2001, 23(6):76-78.
47. Tang Zhi-wei, Wang Yun-feng, Wang Jian-guo, Huang Shun-ji.The identifying of typical target on the SAR image[J].Chinese Journal of Radio Science, 2000, 15(1):41-44.
48. Li Su-dan, Wang Zheng-zhi, Zhang Cui.Road Network Detection in SAR Images [J].Journal of National University of Defense Technology, 2001, 23(1):59-65.
49. Xiao Zhi-piang, Bao Guang-shu.A Method of Road Networks Extraction in Urban Areas Using SAR Images[J]. Acta Geodaetica et Gartographica Sinica, 2004, 33(3):264-268.
50. Zou Huan-Xin, Kuang Gang-Yao, Yu Wen-Xian, et al. Detection Algorithm of Ship Wakes from SAR Image Based on Feature SpaceDecision[J].Journal of Systems Engineering and Electronics, 2004, 33(3)264-268.
51. LEI Lin.Ship Feature Extraction and Fusion in Multiple Remote Sensing Images[D], National University of Defense Technology, 2008.
52. Chen Zhen-lin, Zou Huan-xin, Zheng Jian.A method of ship wake position in SAR ocean imagery based on Radon transform and multiscale matched filtering[C], Essays in The 14th National Conference on Image and Graphics, 2008.
53. Xie Hong, Li Lin-lin, Bo Hua, et al. Ship detection of SAR image based on NSCT and ACO[J].Journal of Shanghai Maritime University, 2009, 30(4).
54. ZHANG Jian-guo, TAN Tie-niu. Brief review of invariant texture analysis methods [J].Pattern Recognition, 2002, 35(3): 735-747.
55. Xu Jie, Zheng Kai, Yuan Yuan, et al. Research of Logistics Center Location and Case Analysis[J]Journal of Northern Jiaotong University, 2001, 23(5):80-82.
56. Han Qing-lan, Mei Yun-xian. Distribution Center:BP Artificial Neural Network based Site Selection[J].China Soft Science, 2004(6):140-143.
57. Long Peng-fei, He Liang, Lv Hui, et al.Image feature extraction based on BEMD and gray level co-occurrence matrix[J]. Computer Engineering and Applications, 2009, 45(16): 201-203.
58. Zhu Cai-ying, Lan Chao-zhen, Xing Guo-wang.Habitation Area Extraction by the Method of Intensity Separation from SAR Textured Image[J]. Journal of Image and Graphics, 2003, 8(6): 616-619.
59. Chen Zhi-peng, Deng Peng, Zhong Jin-song, et al. Application of Textural Features to Change Detection in SAR Image[J]. Remote Sensing Technology and Application, 2002, 17 (3):162-166.
60. Zhang Jin-shui, Pan Yao-zhong, Han Li-jian, et al.Land Use/cover Change Detection with Multi-source Data[J]. Journal of Remote Sensing, 2007, 11(4):500-510.
61. Li Jin-lian, Liu Xiao-mei, Li Heng-peng.Extraction of Texture Feature and Identification Method of Landuse Information from SPOT 5 Image[J]. Journal of Remote Sensing, 2006, 10 (6):926-931.
62. Peng Guang-xiong, Li Jing, He Yu-hua, et al.Extracting Land Cover Information From CBERS-2's CCD Image Using Texture Analysis[J]. Remote Sensing Technology and Application. 2007, 22 (1):8-13.
63. Cao Guang-zhen, Hou Peng, Jin Ya-qiu, et al.Umage Fusion of SAR Remote Sensing with Laplacian Pyramid Transformation Fusion Algorithm Based on Local Conditional Information of Image[J].Remote Sensing Technology and Application. 2007, 22(5):628-632.
64. Shao Yun, Tan Qu-lin, Xiao Jian-hua, et al.Study on Rice Field Edge Extraction in Radarsat Images[J].High Technology Letters, 2002, (7):26-29.
65. Li Yan, Peng Shao-lin, Liao Qi-fang, et al. Rice yield estimation in regional scale by using RARSAT SNB SAR images[J].Advance in Earth Sciences. 2003, 18(1)109-115.
66. Helmut M. Automatic object extraction from aerial Imagery-A survey focusing on buildings[J]. Computer Vision and Image Understanding, 1999, 74(2): 138-149.
67. Aleksandra V, Vlada R, Andrew C N C, et al. Automatic recognition of alertness and drowsiness from EEG by an artificial neural network[J].Medical Engineering & Physics, 2002(24)349-360.
68. Eduardo M R, Vicente M B.Intelligent interpretation of validation data[J], Expert Systems with Applications 2002, (23): 189-205.
69. D. Weydahl, Analysis of ASAR Polarization Signatures From Urban Areas[M].presented at Proc. of the 2004 Envisat & ERS Sympsosium, Salzburg, Austria, 2004.
70. Banks P S, Feit M D, Perry M D. High-intensity third-harmonic generation [J]. J. Opt. Soc. Am. B, 2000, 19(1): 102-118.
71. Zhang T, Yamakawa K.Numerical analysis of type I third-harmonic generation through third-order and cascaded second-order nonlinear optical processes [J]. Jpn. J. Appl. Phys, 2000, 39:91-95.