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Journals >
Acta Optica Sinica >
Volume 37 >
Issue 11 >
Page 1110001 > Article
Acta Optica Sinica
Vol. 37, Issue 11, 1110001 (2017)
Single Image Dehazing Algorithm Based On Non-Local Prior
Yayun Dong, Duyan Bi
*
, Linyuan He, and Shiping Ma
Author Affiliations
College of Aeronautics and Astronautics Engineering, Air Force Engineering University, Xi'an, Shaanxi 710038, China
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DOI:
10.3788/AOS201737.1110001
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Yayun Dong, Duyan Bi, Linyuan He, Shiping Ma. Single Image Dehazing Algorithm Based On Non-Local Prior[J]. Acta Optica Sinica, 2017, 37(11): 1110001
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Fig. 1.
Non-local image dehazing. (a) Haze-free image and corresponding clusters; (b) hazy image and corresponding haze-lines
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Fig. 2.
Haze-lines. (a) Haze image; (b) pixels marked in the original image formed a haze-line in RGB color space
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Fig. 3.
Estimation of initial transmission. (a) Haze image; (b) r(x); (c) r^max(x); (d) t~(x)
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Fig. 4.
Dehazing results using existing algorithms. (a) Initial haze image; (b) dehazing image of Ref. [11] method; (c) dehazing image of Ref. [13] method
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Fig. 5.
Comparison of the transmission optimization and the dehazing results. (a) Haze image; (b) Ref. [10] algorithm; (c) Ref. [9] algorithm; (d) proposed algorithm
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Fig. 6.
Dehazing results using different algorithms.(a) Haze images; (b) Ref. [10] algorithm; (c) Ref. [11] algorithm; (d) Ref. [9] algorithm; (e) Ref. [13] algorithm; (f) proposed algorithm
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Fig. 7.
Comparison of the edge regions. (a) Haze image; (b) Ref. [10] algorithm; (c) Ref. [13] algorithm; (d) Ref. [27] algorithm; (e) proposed algorithm
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Image
Input
image
Ref. [10]
algorithm
Ref. [9]
algorithm
Ref. [11]
algorithm
Ref. [13]
algorithm
Proposed
algorithm
1
7.4180
7.3373
5.8372
7.4390
7.3429
7.5031
2
7.4594
7.5374
4.5518
7.3628
7.5539
7.6932
3
7.0615
7.6721
4.4150
7.2419
7.6721
7.6721
4
7.6660
6.8968
4.7989
7.1874
7.0614
7.9609
5
7.6423
7.7042
5.0373
7.5910
7.6629
7.7446
Table 1.
Entropy of the images in Fig. 6
Image
Ref. [10] algorithm
Ref. [9] algorithm
Ref. [11] algorithm
Ref. [13] algorithm
Proposed algorithm
1
17.0512
9.2792
16.8589
17.1095
18.6577
2
21.8279
7.9024
12.8265
22.0113
24.1207
3
18.0434
7.2664
11.5222
18.0434
18.2991
4
13.5857
9.0701
14.1681
14.4161
14.6647
5
16.6095
8.5369
14.3926
16.2795
17.5110
Table 2.
PSNR of the images in Fig. 6
Image
Ref. [10] algorithm
Ref. [9] algorithm
Ref. [11] algorithm
Ref. [13] algorithm
Proposed algorithm
1
108.8943
105.2638
35.0985
10.3396
4.2958
2
23.8031
22.2016
30.1716
1.3086
1.0075
3
48.6528
40.4519
27.2880
2.9783
2.2884
4
53.5039
48.241
39.7485
2.6732
2.1691
5
50.6527
42.5846
36.3287
2.5290
1.4412
Table 3.
Comparison of running time with different algorithmss
Abstract
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Yayun Dong, Duyan Bi, Linyuan He, Shiping Ma. Single Image Dehazing Algorithm Based On Non-Local Prior[J]. Acta Optica Sinica, 2017, 37(11): 1110001
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Paper Information
Category: Image Processing
Received: May. 12, 2017
Accepted: --
Published Online: Dec. 13, 2017
The Author Email: Bi Duyan (biduyan@126.com)
DOI:
10.3788/AOS201737.1110001
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