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A ROBUST SPECTRAL TARGET RECOGNITION METHOD FOR HYPERSPECTRAL DATA BASED ON COMBINED SPECTRAL SIGNATURES IGARSS 2011 Vancouver, 24-29 July Xiao Fan, Ye Zhang, Feng Li, Yushi Chen, Tao Shao, Shuang Zhou from Harbin Institute of Technology, China
Content Conclusions Experiments & Results Method & System Techniques Motivation
Motivation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Content Conclusions Experiments & Results Method & System Techniques Motivation
Techniques ,[object Object],[object Object],[object Object],[object Object],[object Object]
Techniques ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Content Conclusions Experiments & Results Method & System Techniques Starting point
Method & System ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
 
Content Conclusions Experiments & Results Method & System Techniques Starting point
Experimental Data
Experiment 1 ,[object Object],[object Object],[object Object],[object Object],SVDD with linear, quadratic polynomial, and cubic polynomial kernel
 
Experiment 1 ,[object Object],0.9983 0.9668 0.9852 0.7744 0.9996 0.9572 0.9322 0.8972 0.9505 Poly2 0.9987 0.9734 0.9869 0.8358 0.9994 0.945 0.9403 0.9309 0.9529 Gaussian 0.9983 0.9668 0.9852 0.7661 0.9996 0.9538 0.9322 0.8968 0.9505 Poly3 0.9558 0.9434 0.97 0.7987 0.9987 0.959 0.9345 0.8894 0.8978 Linear 0.9231 0.9432 0.9662 0.8042 0.9987 0.9559 0.933 0.8585 0.8999 SID 0.9441 0.9437 0.97 0.8095 0.9987 0.9598 0.935 0.8958 0.896 SAM Shadow Bricks Bitumen Bare soil Metal sheet Trees Gravel Meadows Asphalt Category Detector
Experiment 2 ,[object Object],[object Object],[object Object]
 
Experiment 2 ,[object Object],0.9155 0.9678 0.8936 0.9026 0.9205 0.8611 0.9717 0.8367 0.9999 derivative 0.9869 0.9987 0.9734 0.9403 0.9529 0.9309 0.945 0.8358 0.9994 reflective 0.2574 0.3948 0.6827 1.2505 1.5595 2.8492 3.5456 4.5778 13.057 variance (10 -3 ) Shadow Bricks Bitumen Bare soil Metal sheet Trees Gravel Meadows Asphalt Category
Experiment 3 ,[object Object],[object Object],[object Object]
 
Experiment 3 ,[object Object],0.9869 0.9987 0.9734 0.9529 0.9403 0.9309 0.9717 0.8367 0.9999 Better 0.9872 0.9986 0.9738 0.9537 0.9437 0.9273 0.9591 0.8566 0.9999 P=4 0.9871 0.998 0.9734 0.9566 0.9442 0.9251 0.9576 0.8525 0.9999 P=1 0.9868 0.9976 0.973 0.9574 0.9439 0.9242 0.9572 0.8472 0.9998 Equal 0.9155 0.9678 0.8936 0.9205 0.9026 0.8611 0.945 0.8358 0.9994 Worse Shadow Bricks Bitumen Bare soil Metal sheet Trees Gravel Meadows Asphalt Category Detector
Thank You Email: fancy_2626@163.com

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