The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences. Vol. XXXVII. Part Bl. Beijing 2008
parameters k and r to apply insitu operation on cA\ cH, cV
and cD.
If cA 7 (i, j)<k,
then cH(i, j)=k, cV(i, j)=k, cD(i, j)=k;
If (cH, cV, cD)(i, j)>r*var(cH, cV, cD),
then (cH, cV, cD)(i, j)=r*var(cH, cV, cD);
If (cH, cV, cD)(i, j)<-r*var(cH, cV, cD),
then (cH, cV, cD)(i, j)=-r*var(cH, cV, cD).
7) Apply the inverse discrete wavelet transform of the
wavelet coefficient achieved in step 6.
8) Carry out exponential transform of the values
g 7 (x, y) obtained in step 7 to get the denoised image r(x, y).
3. EXPERIMENTAL RESULTS
3.1 Data Description
Two SAR images covering Hulu Island area located in Liaoning
province in China are used in our experiments. Also, two
SPOT5 images of the same latitude and longitude are provided
to do a comparison. More detailed information about these two
SAR images and optical images can be seen in Table 1.
Satellite
Radarsat2
Time of first data
Jan, 15th, 2007
Latitude at Image center (degree)
40.7911434
Longitude at image center (degree)
120.5331714
Incidence Angle (degree)
44.716
Number of azimuth looks
1.0000000
Number of range looks
1.0000000
Line spacing (m)
6.2500000
Pixel spacing (m)
6.2500000
Satellite
SPOT5
Time
Sep, 17th, 2006
Latitude at Image center (degree)
40.840054
Longitude at image center (degree)
120.481283
Incidence Angle (degree)
13.885192
Resolution (m)
10.000000
Instrument
HRG
Table 1. Specific information about experimental SAR and
optical images
3.2 Experiment I
Several filters are employed on the SAR image, including:
median, Lee, Lee-Sigma, Frost, Gamma-MAP, Wiener, wavelet
threshold and ISPW method. Table2 lists all filter parameters
used in the paper. These selected parameters do not imply the
filters having been turned to the optimal. Instead the selection
enables all filters to reduce speckle to an approximately similar
level, so that analysis and comparisons can be fairly performed
(Y. Dong, A.K. Milne and B. C. Froster, 2001).
Filters
Parameters
Median
Window size: 3*3
Lee
Window size: 3*3,
Coefficient of Variation: 0.2
Lee-Sigma
Window size: 3*3,
Coefficient of Variation: 0.2
Frost
Window size: 3*3,
Coefficient of Variation: 0.2
Gamma-MAP
Window size: 3*3,
Coefficient of Variation: 0.2
Wiener
Window size: 3*3
Wavelet
Threshold type: hard
threshold
Threshold method: Section (Anurat Ingun,
1996)
Table2. Filter parameters used in the paper
Original SAR image and its corresponding SPOT5 image are
shown in Figure2, denoised images of different filters are
shown in Figure3.
(a) (b)
Figure2. Original SAR image (a) and corresponding SPOT5
image (b)
(e) (f)
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