Litcius/Paper detail

Contrast Enhancement of Low-Contrast Medical Images Using Modified Contrast Limited Adaptive Histogram Equalization

Sajid Ali Khan, Shariq Hussain, Shunkun Yang

2020Journal of Medical Imaging and Health Informatics44 citationsDOI

Abstract

The low contrast medical images seriously affect the clinical diagnosis process. To improve the image quality, we propose an effective medical images contrast enhancement technique in this paper. Shear wavelet transformation is used for decomposition of image components into low-frequency and high-frequency. The low-frequency part contrast is adjusted by applying modified contrast limited adaptive histogram equalization (CLAHE). The resultant image is further processed through technique of fuzzy contrast enhancement to maintain the spectral information of an image. Results of the experimentation show that our proposed technique enhance the image contrast up to a good degree while preserving the image details.

Topics & Concepts

Adaptive histogram equalizationContrast (vision)Histogram equalizationArtificial intelligenceComputer visionComputer scienceImage contrastContrast enhancementHistogramPattern recognition (psychology)Image (mathematics)MedicineRadiologyMagnetic resonance imagingImage Enhancement TechniquesImage and Signal Denoising MethodsAdvanced Image Fusion Techniques