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首页> 外文期刊>APSIPA Transactions on Signal and Information Processing >Dark and low-contrast image enhancement using dynamic stochastic resonance in discrete cosine transform domain
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Dark and low-contrast image enhancement using dynamic stochastic resonance in discrete cosine transform domain

机译:离散余弦变换域中使用动态随机共振的暗和低对比度图像增强

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A novel technique based on dynamic stochastic resonance (DSR) in discrete cosine transform (DCT) domain has been proposed in this paper for the enhancement of dark as well as low-contrast images. In conventional DSR-based techniques, the performance of a system can be improved by addition of external noise. However, in the proposed DSR-based work, the intrinsic noise of an image has been utilized to create a noise-induced transition of a dark image to a state of good contrast. The proposed technique significantly enhances the image contrast and color information without losing any image or color data by optimization of bistable system parameters. The performance of the proposed methodology has been measured in terms of relative contrast enhancement factor, perceptual quality measure, and color enhancement factor. When compared with the existing enhancement techniques, such as adaptive histogram equalization, gamma correction, single-scale retinex, multi-scale retinex, modified high-pass filtering, multicontrast enhancement with dynamic range compression, color enhancement by scaling, edge-preserving multi-scale decomposition, automatic control of imaging tool, and various spatial/frequency-domain SR-based techniques, the proposed technique gives remarkable performance in terms of contrast and color enhancement while ascertaining good perceptual quality.
机译:本文提出了一种在离散余弦变换(DCT)域中基于动态随机共振(DSR)的新技术来增强暗和低对比度图像。在传统的基于DSR的技术中,可以通过添加外部噪声来改善系统的性能。但是,在提出的基于DSR的工作中,图像的固有噪声已被用来创建由噪声引起的从暗图像到高对比度状态的过渡。通过优化双稳态系统参数,所提出的技术显着增强了图像对比度和颜色信息,而不会丢失任何图像或颜色数据。已根据相对对比度增强因子,感知质量度量和颜色增强因子来衡量所提出方法的性能。与现有的增强技术相比,例如自适应直方图均衡,伽玛校正,单尺度retinex,多尺度retinex,改进的高通滤波,具有动态范围压缩的多对比度增强,通过缩放进行色彩增强,边缘保留多缩放分解,成像工具的自动控制以及各种基于SR的空间/频域技术,在确定良好的感知质量的同时,该技术在对比度和色彩增强方面具有出色的性能。

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