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Resolution and quality enhancement of images using interpolation and contrast limited adaptive histogram equalization

机译:使用插值和对比度受限的自适应直方图均衡化提高图像的分辨率和质量

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摘要

In this paper, hybrid models for image quality enhancement are presented comprising both Contrast Limited Adaptive Histogram Equalization (CLAHE) and image interpolation. Adaptive histogram equalization is employed for contrast enhancement, while image interpolation is employed for resolution enhancement. Both the CLAHE and image interpolation are used interchangeably to check the most suitable model for quality enhancement of Low-Resolution (LR) images. The utilized interpolation techniques throughout this paper are polynomial and inverse techniques. Simulation results prove that the application of the CLAHE after interpolation gives the best image quality, especially with regularized inverseinterpolation.
机译:在本文中,提出了用于图像质量增强的混合模型,包括对比度受限的自适应直方图均衡化(CLAHE)和图像插值。自适应直方图均衡用于对比度增强,而图像插值用于分辨率增强。 CLAHE和图像插值可互换使用,以检查最合适的模型,以提高低分辨率(LR)图像的质量。贯穿本文使用的插值技术是多项式和逆技术。仿真结果证明,插值后CLAHE的应用提供了最佳的图像质量,尤其是在正则化反插值中。

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