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A TECHNIQUE FOR
    SPECTRAL PIXEL
   RECONSTRUCTION
   S. K. Patra, J. Saibaba, Geeta Varadan
Advanced Data Processing Research Institute
                 (ADRIN)
     Dept. of Space, Hyderabad, India

                    and
                S. K. Nayak
           Dept. of Electronics
     Berhampur University, Bhanja Vihar
               Orissa, India

                               IGARSS 2011
                          Vancouver, Canada
OUTLINE OF THE WORK..
         SPECTRAL RESPONSE (in mm)
Band    IKONOS QUICKBIRD      IRS-P6
       Centre FWHM Centre FWHM Centre FWHM
Blu 0.485 0.07 0.485     0.07   Not Available
Grn 0.56 0.08 0.56       0.08   0.555 0.07
Red 0.66 0.06 0.66       0.06   0.650 0.06
NIR 0.83 0.14 0.825      0.14   0.815 0.09




         0.4-0.5mm       0.5-0.6 mm




         0.6-0.7 mm      0.7-0.9 mm
       •NOT AVAILABLE IN IRS-P6!
       •HANDICAP FOR TRUE COLOR?
       •CREATE THE ONE..
                                 S K Patra et.al.
SPECTRAL BANDS




0.40 mm - 0.7 mm   0.87 mm – 1.5 mm
~ visible          ~ IR




                            S K Patra et.al.
SPECTRAL-PIXELS



                                                                                    FCC




                                                                            TRUE Color
                                  IKONOS RELATIVE SPECTRAL
                                   1.20  RESPONSE
                                  1.00
 Relative Spectral Responsivity




                                  0.80

                                  0.60

                                  0.40

                                  0.20

                                  0.00
                                      400.00   500.00   600.00   700.00   800.00   900.00    1000.00
                                  (0.20)
                                                           Wavelength (nm)




                                                                                            S K Patra et.al.
RADIOMETRIC
        REGISTRATION
TRUE COLOR                             FALSE COLOR




               Bt                Gf
               Gt   =    T       Rf

               Rt                IRf

               Where ,
               t = True Color
               f = False Color



B3  RED                               B4  RED
B2  GRN                               B3  GRN
B1  BLU                               B2  BLU

      Bt = aB + bB Gf + cB Rf + dB IRf
      Gt = aG+ bG Gf + cG Rf + dG IRf
      Rt = aR+ bR Gf + cR Rf + dR IRf
where a, b, c and d are the elements of
matrix T
                                         S K Patra et.al.
SPECTRAL BAND
         RECONSTRUCTION
                FCC          TRUE

B4  red                                   B3  red
B3  grn                                   B2  grn
B2  blu                                   B1  blu


                    NATURAL

B3  red
NEWgrn
B2  blu
Where
NEW =
¾ b2 + ¼ b4   ERDAS          OUR
                            METHOD
     IKONOS (b1:blue, b2:green,b3:red, b4:IR)
                                       S K Patra et.al.
OTHER SENSORS..
       QUICKBIRD




FCC         TRUE    OUR
                   METHOD
         IRS-P6


                         LISS-3


                         LISS-4



                         AWiFS

      FCC     NATURAL
               COLOR
                        S K Patra et.al.
DECONVOLUTION and
        NOISE REDUCTION

WIENER FILTERING:

                      [G (u, v)  H  (u, v)]
     F (u, v) 
                [ H (u, v)  H  (u, v)  Nu (u, v)]


ITERATIVE EQUATION:

qk 1 ( x, y )  qk ( x, y )  [ f ( x, y )  qk ( x, y )  h( x, y )]


NOISE REDUCTION (BAYESIAN APPROACH):

                           p( g | f ) p( f )
             p( f | g ) 
                           p( g | f ) p( f )
                                                    S K Patra et.al.
DECONVOLUTION and
   NOISE REDUCTION

                 WIENER
                  PSF

    NIR                   •RESTORED
                          •DENOISED




     FCC     NATURAL
                     •RECONSTRUCTED
                     •RESTORED
                     •DENOISED
LISS-4, IRS-P6
                             S K Patra et.al.
IMAGE QUALITY MEASURE



  NIR                      •DECONVOLVED                                •DECONVOLVED
                                                                       •DENOISED

                                                               60
                80
                         Contrast                                               Contrast
                                                               55
                70                                                                Deconvolv
                                                               50                 ed and
                60
                                                  Gray count




                                                                                  denoised
                50                                             45   origin
   Gray count




                                                                    al
                40                                             40
                                                                                              deconvolv
                30                                             35
                                                                                              ed
                20                                             30
                 1050   1100        1150   1200                 1140     1145      1150       1155   1160
                          Pixel No.                                               Pixel No.




LISS-4, IRS-P6                                                                    S K Patra et.al.
SPECTRAL PIXEL
  RECONSTRUCTION
        LISS-4, IRS-P6




           IKONOS

COMPARABLE RESOLUTION OF 5.8M




                         S K Patra et.al.
CONCLUSIONS
•   DEVELOPED A FRAMEWORK

•   TECHNIQUE CAN BE USED IN
    GENERATING ADDITIONAL
    INFORMATION

•   PROVIDES HIGH-QUALITY
    NATURAL COLOR IMAGES
    FOR A SENSOR NOT HAVING
    BLUE BAND




                       S K Patra et.al.

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forPresentingAtIGARSS2011vertical.pdf

  • 1. A TECHNIQUE FOR SPECTRAL PIXEL RECONSTRUCTION S. K. Patra, J. Saibaba, Geeta Varadan Advanced Data Processing Research Institute (ADRIN) Dept. of Space, Hyderabad, India and S. K. Nayak Dept. of Electronics Berhampur University, Bhanja Vihar Orissa, India IGARSS 2011 Vancouver, Canada
  • 2. OUTLINE OF THE WORK.. SPECTRAL RESPONSE (in mm) Band IKONOS QUICKBIRD IRS-P6 Centre FWHM Centre FWHM Centre FWHM Blu 0.485 0.07 0.485 0.07 Not Available Grn 0.56 0.08 0.56 0.08 0.555 0.07 Red 0.66 0.06 0.66 0.06 0.650 0.06 NIR 0.83 0.14 0.825 0.14 0.815 0.09 0.4-0.5mm 0.5-0.6 mm 0.6-0.7 mm 0.7-0.9 mm •NOT AVAILABLE IN IRS-P6! •HANDICAP FOR TRUE COLOR? •CREATE THE ONE.. S K Patra et.al.
  • 3. SPECTRAL BANDS 0.40 mm - 0.7 mm 0.87 mm – 1.5 mm ~ visible ~ IR S K Patra et.al.
  • 4. SPECTRAL-PIXELS FCC TRUE Color IKONOS RELATIVE SPECTRAL 1.20 RESPONSE 1.00 Relative Spectral Responsivity 0.80 0.60 0.40 0.20 0.00 400.00 500.00 600.00 700.00 800.00 900.00 1000.00 (0.20) Wavelength (nm) S K Patra et.al.
  • 5. RADIOMETRIC REGISTRATION TRUE COLOR FALSE COLOR Bt Gf Gt = T Rf Rt IRf Where , t = True Color f = False Color B3  RED B4  RED B2  GRN B3  GRN B1  BLU B2  BLU Bt = aB + bB Gf + cB Rf + dB IRf Gt = aG+ bG Gf + cG Rf + dG IRf Rt = aR+ bR Gf + cR Rf + dR IRf where a, b, c and d are the elements of matrix T S K Patra et.al.
  • 6. SPECTRAL BAND RECONSTRUCTION FCC TRUE B4  red B3  red B3  grn B2  grn B2  blu B1  blu NATURAL B3  red NEWgrn B2  blu Where NEW = ¾ b2 + ¼ b4 ERDAS OUR METHOD IKONOS (b1:blue, b2:green,b3:red, b4:IR) S K Patra et.al.
  • 7. OTHER SENSORS.. QUICKBIRD FCC TRUE OUR METHOD IRS-P6 LISS-3 LISS-4 AWiFS FCC NATURAL COLOR S K Patra et.al.
  • 8. DECONVOLUTION and NOISE REDUCTION WIENER FILTERING: [G (u, v)  H  (u, v)] F (u, v)  [ H (u, v)  H  (u, v)  Nu (u, v)] ITERATIVE EQUATION: qk 1 ( x, y )  qk ( x, y )  [ f ( x, y )  qk ( x, y )  h( x, y )] NOISE REDUCTION (BAYESIAN APPROACH): p( g | f ) p( f ) p( f | g )   p( g | f ) p( f ) S K Patra et.al.
  • 9. DECONVOLUTION and NOISE REDUCTION WIENER PSF NIR •RESTORED •DENOISED FCC NATURAL •RECONSTRUCTED •RESTORED •DENOISED LISS-4, IRS-P6 S K Patra et.al.
  • 10. IMAGE QUALITY MEASURE NIR •DECONVOLVED •DECONVOLVED •DENOISED 60 80 Contrast Contrast 55 70 Deconvolv 50 ed and 60 Gray count denoised 50 45 origin Gray count al 40 40 deconvolv 30 35 ed 20 30 1050 1100 1150 1200 1140 1145 1150 1155 1160 Pixel No. Pixel No. LISS-4, IRS-P6 S K Patra et.al.
  • 11. SPECTRAL PIXEL RECONSTRUCTION LISS-4, IRS-P6 IKONOS COMPARABLE RESOLUTION OF 5.8M S K Patra et.al.
  • 12. CONCLUSIONS • DEVELOPED A FRAMEWORK • TECHNIQUE CAN BE USED IN GENERATING ADDITIONAL INFORMATION • PROVIDES HIGH-QUALITY NATURAL COLOR IMAGES FOR A SENSOR NOT HAVING BLUE BAND S K Patra et.al.