Naturalness Preserved Enhancement Algorithm for Non-Uniform Illumination Images
Citations
1,364 citations
Cites background from "Naturalness Preserved Enhancement A..."
...Early attempts based on Retinex, such as single-scale Retinex (SSR) [9] and multi-scale Retinex (MSR) [10], treat the reflectance as the final enhanced result, which often looks unnatural and frequently appears to be overenhanced....
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676 citations
Cites methods from "Naturalness Preserved Enhancement A..."
...Based on the previous investigation of the logarithmic transformation, a new weighted variational model is proposed for better prior representation, which is imposed in the regularization terms....
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632 citations
Cites background or methods from "Naturalness Preserved Enhancement A..."
...histogram-based methods (CVC [5] and AGCWD [6]), Retinex-based methods (NEP [8], SRIE [3] and LIME [1]) and Li’s method [59]....
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...The codes of [1], [3], [8], and [59] are from the original authors, and [5], [6] are from a contrast enhancement toolbox....
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596 citations
592 citations
Cites background or methods from "Naturalness Preserved Enhancement A..."
...NPE is designed to preserve the naturalness of images, and most of its results have vivid color....
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...(a) is the input image; (b)–(f) are enhancement results of HE, LIME [13], NPE [11], PIE [23], and SRIE [14] with a post-processing performed by BM3D with the denoising parameter σ = 30; (g) is the result obtained by the proposed method with model (6)....
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...As can be observed in visual comparisons, some of the results produced by NPE does not look natural, e.g. image #18 in Fig....
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...The results of NPE, PIE, SRIE, and LIME are generated by the code downloaded from the authors’ websites, with recommended experiment settings. a) Subjective comparisons: Figs....
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...preserved enhancement algorithm (NPE) [11], PIE [23], SRIE [14], and low-light image enhancement via illumination...
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References
3,480 citations
"Naturalness Preserved Enhancement A..." refers background in this paper
...Digital Object Identifier 10.1109/TIP.2013.2261309 Retinex theory assumes that the sensations of color have a strong correlation with reflectance, and the amount of visible light reaching observers depends on the product of reflectance and illumination [10], [26]....
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2,395 citations
"Naturalness Preserved Enhancement A..." refers background in this paper
...The window size is empirically set as follows. win = (max(G(x, y)) − min(G(x, y)))/32 ....
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...Most Retinex-based algorithms extract the reflectance as the enhanced result by removing the illumination, and therefore they can enhance the details obviously [5]–[7]....
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1,678 citations
1,674 citations
"Naturalness Preserved Enhancement A..." refers background or methods or result in this paper
...Up to now, image enhancement has been applied to varied areas of science and engineering, such as atmospheric sciences, astrophotography, biomedicine, computer vision, etc. [1]–[4]....
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...In this section, we present the technique details of the proposed enhancement algorithm which includes three parts, as shown in Fig....
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...From Table II, we can see that GUM gets the highest visibility level and our algorithm gets the second....
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...Most Retinex-based algorithms extract the reflectance as the enhanced result by removing the illumination, and therefore they can enhance the details obviously [5]–[7]....
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...As subjective assessment depends on human visual system, it is hard to find an objective measure that is in accordance with the subjective assessment....
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980 citations