The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences. Vol. XXXVII. Part Bl. Beijing 2008
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Method
Window size 3x3
Window size 5x5
Window size 7x7
IV
MSE
SNR
PSNR
IV
MSE
SNR
PSNR
IV
MSE
SNR
PSNR
Original
image
540.04
540.04
540.04
Lee
540.04
105.60
17.076
27.076
540.04
170.81
14.932
25.806
540.04
198.36
14.249
25.156
Gamma
540.04
110.20
16.874
27.709
540.04
181.74
14.656
25.536
540.04
212.92
13.945
24.849
Median
540.04
120.34
16.384
27.327
540.04
201.56
14.006
25.087
540.04
237.36
13.228
24.377
Frost
540.04
104.14
17.175
27.955
540.04
162.65
15.188
26.018
540.04
190.25
14.487
25.337
Table 1. Evaluation indices for standard filter
4.5 Peak Signal-to-Noise Ratio (PSNR)
N*255 2
PSNR = 10.1o glo (_=r——-5-)
2~t 2L v.
i j
PSNR is used for quantitative comparison.
4.6 Signal-to-Noise Ratio (SNR)
SNR = 10- log 10 (i
I j
-)
>v' :
i j
4.7 Edge Preservation Index (EPI)
^Ps&D-Psi*+U)| +\p s (i,j)-p s (i,j+X){)
^Po&A-PoQ + U)| +\Po&j)-Po(U + !)|)
(11)
(12)
(13)
Here p s (i,j) is the denoising image, p 0 (i,j) is the original
image. p s (i,j) and p s (i,j) are the pixel intensity of
detected edges. The range of EPI is [0, 1].
5. EXPERIMENT AND RESULT ANALYSIS
To verify the method proposed in this paper, experiments have
been performed. The original image used is the airborne SAR
image of one place in China, whose size is 512x512 pixels.
In order to compare the optimal filtering results of each
traditional filter, three different window sizes are used, and the
obtained value of IV, MSE, SNR and PSNR is shown in the
Table l.From the results of Table 1, we can easily find that:
firstly, the image variance of the denoising image does not vary
in all the filters. The increase in window size deteriorates the
SNR and PSNR, which means the worse image quality.
Secondly, the optimal filtering results of all traditional filters
are obtained when the window size is 3x3. So later, the results
of filtering algorithm proposed in this paper is compared with
them.
(e) (f)
Fig.2 (a) Original imagery of airborne SAR with 512x512
pixels (b)-(f) filtered images by Lee, Gamma, Median, Frost
and our filter respectively.
To evaluate the speckle reduction ability as well as the ability
of edge preservation, index like mean value, standard variance,
RSV, ENL, PSNR and EPI are calculated for comparison. The
result of our filter and other traditional filters is shown in the
Table 2. The filtered images by the Lee, Gamma, Median, Frost
and our filter are shown in Fig.2 (b)-(f).
The edge detection result of original image and the image
filtered by our algorithm is shown in the Fig.3. The