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AUTHOR(S): BMVC AUTHOR GUIDELINES 1
MBLLEN: Low-Light Image/Video Enhancement Using CNNs
Supplementary Material
BMVC 2018 Submission # 700
1 Additional Quantitative Comparisons
PSNR SSIM [16] VIF [14] LOE TMQI [17] AB [4]Input 12.80 0.43 0.38 606.85 0.79 -54.62AMSR [11] 8.82 0.17 0.10 4377.32 0.42 -80.38CVC [3] 11.13 0.29 0.27 912.45 0.75 -65.18LDR [12] 12.92 0.41 0.36 703.75 0.79 -53.86SRIE [7] 15.84 0.59 0.43 788.53 0.82 -37.02BPDHE [9] 15.01 0.59 0.39 607.43 0.81 -37.38HE 15.00 0.65 0.42 753.66 0.88 34.60MSRCR [10] 13.30 0.64 0.44 1235.92 0.83 47.08LIME [8] 15.16 0.60 0.44 1215.58 0.82 10.90MF [6] 18.48 0.67 0.45 882.24 0.84 -23.24Dong [5] 17.80 0.64 0.37 1398.35 0.82 -16.43NPE [15] 17.65 0.68 0.43 1051.15 0.84 -25.28DHECI [13] 18.18 0.68 0.43 606.98 0.87 -1.21WAHE [1] 17.64 0.67 0.48 648.29 0.84 -30.28Ying [19] 19.66 0.73 0.47 892.56 0.86 2.57BIMEF [18] 19.80 0.74 0.48 675.15 0.85 -20.22Ours 26.56 0.89 0.55 478.02 0.91 -0.96
Table 1: Comparison of low-light image enhancement without additional noise.
PSNR SSIM [16] VIF [14] LOE TMQI [17] AB [4]Input 13.63/13.59 0.42/0.42 0.34/0.34 739.63/ 739.59 0.79/0.79 -47.96/-49.00AMSR [11] 9.57/ 9.91 0.18/0.18 0.09/0.09 4357.38/4357.40 0.43/0.45 -74.49/-68.47CVC [3] 11.83/11.80 0.28/0.29 0.25/0.25 1006.25/1006.33 0.75/0.75 -58.80/-59.34LDR [12] 13.64/13.61 0.40/0.41 0.32/0.32 817.24/ 817.28 0.79/0.78 -47.26/-48.56SRIE [7] 16.84/17.07 0.58/0.58 0.37/0.37 828.63/ 828.28 0.83/0.82 -27.09/-29.84BPDHE [9] 15.90/15.80 0.60/0.59 0.33/0.32 688.33/ 688.44 0.81/0.81 -31.47/-33.99HE 14.50/16.49 0.58/0.60 0.36/0.36 853.38/ 853.36 0.87/0.86 38.93/ 19.42MSRCR [10] 12.64/13.37 0.62/0.63 0.36/0.36 1249.31/1249.17 0.83/0.84 53.07/ 47.91LIME [8] 14.36/15.26 0.59/0.60 0.37/0.37 1250.82/1250.75 0.81/0.82 19.23/ 14.84MF [6] 19.37/19.66 0.67/0.67 0.39/0.38 896.67/ 896.46 0.84/0.84 -13.77/-16.88Dong [5] 17.80/18.42 0.63/0.64 0.32/0.31 1390.64/1390.82 0.82/0.82 -6.43/ -9.69NPE [15] 18.55/18.55 0.67/0.68 0.36/0.36 1070.94/1070.64 0.84/0.84 -17.88/-20.85DHECI [13] 18.03/18.71 0.67/0.68 0.36/0.36 687.60/ 687.61 0.86/0.86 3.75/ 0.16WAHE [1] 17.91/17.37 0.62/0.59 0.40/0.40 771.34/ 771.33 0.83/0.82 -26.41/-30.04Ying [19] 18.61/19.69 0.70/0.71 0.40/0.39 928.13/ 927.83 0.86/0.86 10.99/ 6.99BIMEF [18] 20.27/17.56 0.73/0.70 0.41/0.39 725.72/ 725.61 0.85/0.83 -11.58/-31.13Ours 25.97/26.39 0.87/0.87 0.49/0.49 573.14/ 573.14 0.98/0.89 1.45/ -1.57
Table 2: Comparison of low-light image enhancement with additional Poisson noise. Asdescribed in the paper, the numbers on the right indicate the brightness-scaled results byusing ground truth for reference.
c© 2018. The copyright of this document resides with its authors.It may be distributed unchanged freely in print or electronic forms.
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2 AUTHOR(S): BMVC AUTHOR GUIDELINES
2 More Image Enhancement Results1. Figure 1 - Figure 15: comparison on images without additional noise
2. Figure 16 - Figure 25: comparison on images with additional Poisson noise
3. Figure 26 - Figure 30: comparison on natural low-light images
4. Figure 31: more results on on natural low-light images
In order to see the visual difference more clearly, it is recommended to first check thesame dark regions in the input images and zoom in on the images if necessary.
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Input WAHE [1] Dong [5]
NPE [15] DHECI [13] SRIE [7]
Ying [19] MF [6] LIME [8]
BIMEF [18] Ours Ground TruthFigure 1: Low-light image enhancement without additional noise.
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Input WAHE [1] Dong [5]
NPE [15] DHECI [13] SRIE [7]
Ying [19] MF [6] LIME [8]
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Input WAHE [1] Dong [5]
NPE [15] DHECI [13] SRIE [7]
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Input WAHE [1] Dong [5]
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Input WAHE [1] Dong [5]
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Input WAHE [1] Dong [5]
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Input WAHE [1] Dong [5]
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Input WAHE [1] Dong [5]
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Input WAHE [1] Dong [5]
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Input WAHE [1] Dong [5]
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Input WAHE [1] Dong [5]
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Input WAHE [1] Dong [5]
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Input WAHE [1] Dong [5]
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Input BPDHE [9] WAHE [1]
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Input Ours Input Ours
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[3] Turgay Celik and Tardi Tjahjadi. Contextual and variational contrast enhancement.IEEE Transactions on Image Processing, 20(12):3431–3441, 2011.
[4] ZhiYu Chen, Besma R Abidi, David L Page, and Mongi A Abidi. Gray-level grouping(glg): an automatic method for optimized image contrast enhancement-part i: the basicmethod. IEEE transactions on image processing, 15(8):2290–2302, 2006.
[5] Xuan Dong, Guan Wang, Yi Pang, Weixin Li, Jiangtao Wen, Wei Meng, and Yao Lu.Fast efficient algorithm for enhancement of low lighting video. In Multimedia andExpo (ICME), 2011 IEEE International Conference on, pages 1–6. IEEE, 2011.
[6] Xueyang Fu, Delu Zeng, Yue Huang, Yinghao Liao, Xinghao Ding, and John Paisley.A fusion-based enhancing method for weakly illuminated images. Signal Processing,129:82–96, 2016.
[7] Xueyang Fu, Delu Zeng, Yue Huang, Xiao-Ping Zhang, and Xinghao Ding. A weight-ed variational model for simultaneous reflectance and illumination estimation. In Pro-ceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pages2782–2790, 2016.
[8] Xiaojie Guo, Yu Li, and Haibin Ling. Lime: Low-light image enhancement via illu-mination map estimation. IEEE Transactions on Image Processing, 26(2):982–993,2017.
[9] Haidi Ibrahim and Nicholas Sia Pik Kong. Brightness preserving dynamic histogramequalization for image contrast enhancement. IEEE Transactions on Consumer Elec-tronics, 53(4):1752–1758, 2007.
[10] Daniel J Jobson, Zia-ur Rahman, and Glenn A Woodell. A multiscale retinex for bridg-ing the gap between color images and the human observation of scenes. IEEE Trans-actions on Image processing, 6(7):965–976, 1997.
[11] Chang-Hsing Lee, Jau-Ling Shih, Cheng-Chang Lien, and Chin-Chuan Han. Adaptivemultiscale retinex for image contrast enhancement. In Signal-Image Technology &Internet-Based Systems (SITIS), 2013 International Conference on, pages 43–50. IEEE,2013.
[12] Chulwoo Lee, Chul Lee, and Chang-Su Kim. Contrast enhancement based on layereddifference representation of 2d histograms. IEEE transactions on image processing, 22(12):5372–5384, 2013.
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AUTHOR(S): BMVC AUTHOR GUIDELINES 35
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