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Efficient Contrast Enhancement Using Adaptive Gamma Correction With Weighting Distribution

IEEE Transactions on Image Processing · 2012 · Vol. 22(3) · pp. 1032–1041
Shih-Chia HuangFan‐Chieh ChengYi-Sheng Chiu

Abstract

This paper proposes an efficient method to modify histograms and enhance contrast in digital images. Enhancement plays a significant role in digital image processing, computer vision, and pattern recognition. We present an automatic transformation technique that improves the brightness of dimmed images via the gamma correction and probability distribution of luminance pixels. To enhance video, the proposed image-enhancement method uses temporal information regarding the differences between each frame to reduce computational complexity. Experimental results demonstrate that the proposed method produces enhanced images of comparable or higher quality than those produced using previous state-of-the-art methods.

Image Enhancement TechniquesImage and Video Quality AssessmentColor Science and ApplicationsGamma correctionArtificial intelligenceComputer visionComputer scienceBrightnessHistogramPixelLuminanceWeightingContrast (vision)

MeSH terms

AlgorithmsData Interpretation, StatisticalImage EnhancementImage Interpretation, Computer-AssistedSensitivity and SpecificityVideo RecordingReproducibility of ResultsStatistical DistributionsArtifacts
Citations
1,176
FWCI
23.95
field-weighted impact
References
22
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References
FSIM: A Feature Similarity Index for Image Quality Assessment
IEEE Transactions on Image Processing · 2011 · 5,079 citations
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