Research Article

A Novel Measurement Matrix Optimization Approach for Hyperspectral Unmixing

Table 2

Objective evaluation of typical methods and proposed method from recovery Urban.

BandsAlgorithmThe objective evaluation indices
AGEIFDGMSDMSEPSNRSFSSIVARCT

11Circulate0.0704760.483600.122310.41060.11970.092958.45080.20340.988260.119721.7379
Toeplitz0.0476870.341720.101250.327960.11370.061060.28040.189490.993610.113661.8706
TSCMM0.0546350.386470.114140.353440.11620.068659.76580.198660.992540.116241.5146
EOM0.0566080.400320.115190.358090.11720.070859.62790.200250.992260.11720305.1965
Duarte-ETF0.0476870.341720.101250.327960.11370.061060.28040.189490.993610.11366136.6804
Proposed0.0461380.291230.066900.231940.11970.043461.75860.119560.995370.1198016.5975

41Circulate0.0725660.518880.124380.373710.13630.063160.13160.206900.993490.136261.6382
Toeplitz0.0584480.418680.127720.401380.13900.078659.17670.229320.992070.138971.8069
TSCMM0.0613060.436720.131280.393470.13620.074459.41720.227360.992590.136201.5381
EOM0.0603400.434080.129410.402220.13530.077159.26090.225360.992150.1352981.3160
Duarte-ETF0.0622410.441820.131230.424820.14020.087358.71900.236100.990890.1401859.7419
Proposed0.0506260.403580.071960.244260.13070.045261.58160.127820.995610.1306824.3532

81Circulate0.0825300.62790.136390.493570.14490.063560.10190.226300.993970.144921.5829
Toeplitz0.0772690.479930.140820.448120.13900.053560.84420.239040.994840.139051.8284
TSCMM0.0706120.507370.148280.511060.14960.071659.57900.252910.993530.149581.5702
EOM0.0708210.510060.149400.508270.15030.070759.63610.254470.993690.1503097.3153
Duarte-ETF0.0741470.525350.149460.489630.14990.065259.98900.259590.994500.1498659.0915
Proposed0.0689550.426780.093390.409150.15710.048461.28140.164850.995800.1570828.7426