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Proceedings ArticleDOI

Adaptive local tone mapping based on retinex for high dynamic range images

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TLDR
A new tone mapping technique for high dynamic range images based on the retinex theory is presented, which provides satisfactory results while preserving details and reducing halo artifacts.
Abstract
In this paper, we present a new tone mapping technique for high dynamic range images based on the retinex theory. Our algorithm consists of two steps, global adaptation and local adaptation of the human visual system. In the local adaptation process, the Gaussian filter of the retinex algorithms is substituted with a guided filter to reduce halo artifacts. To guarantee good rendition and dynamic range compression, we propose a contrast enhancement factor based on the luminance values of the scene. In addition, an adaptive nonlinearity offset is introduced to deal with the strength of the logarithm function's nonlinearity. Experiments show that our algorithm provides satisfactory results while preserving details and reducing halo artifacts.

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Citations
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Journal ArticleDOI

A Probabilistic Method for Image Enhancement With Simultaneous Illumination and Reflectance Estimation

TL;DR: It is shown that the linear domain model can better represent prior information for better estimation of reflectance and illumination than the logarithmic domain.
Journal ArticleDOI

Biologically inspired image enhancement based on Retinex

TL;DR: A learning strategy to select the optimal parameters of the nonlinear stretching by optimizing a novel image quality measurement, named as the Modified Contrast-Naturalness-Colorfulness (MCNC) function, which employs a more effective objective criterion and can better agree with human visual perception.
Journal ArticleDOI

Framelet regularization for uneven intensity correction of color images with illumination and reflectance estimation

TL;DR: This work proposes a novel image enhancement scheme with framelet regularization on the reflectance, which is able to simultaneously estimate the IR while keeping image details and outperforms the state-of-the-arts in terms of brightness improvement, contrast enhancement and details preservation.
Journal ArticleDOI

Retinex-based image enhancement framework by using region covariance filter

TL;DR: A Retinex-based image enhancement framework that can increase contrast, eliminate noise, and enhance details at the same time is proposed that has proved the improvement of the proposed framework in terms of both visual perception and quantitative comparisons with other compared methods.
Proceedings ArticleDOI

ADTrack: Target-Aware Dual Filter Learning for Real-Time Anti-Dark UAV Tracking

TL;DR: ADTrack as mentioned in this paper integrates an efficient and effective low-light image enhancer into a CF-based tracker, where a target-aware mask is simultaneously generated by virtue of image illumination variation.
References
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Proceedings ArticleDOI

Bilateral filtering for gray and color images

TL;DR: In contrast with filters that operate on the three bands of a color image separately, a bilateral filter can enforce the perceptual metric underlying the CIE-Lab color space, and smooth colors and preserve edges in a way that is tuned to human perception.
Journal ArticleDOI

Lightness and Retinex Theory

TL;DR: The mathematics of a lightness scheme that generates lightness numbers, the biologic correlate of reflectance, independent of the flux from objects is described.
Journal ArticleDOI

A multiscale retinex for bridging the gap between color images and the human observation of scenes

TL;DR: This paper extends a previously designed single-scale center/surround retinex to a multiscale version that achieves simultaneous dynamic range compression/color consistency/lightness rendition and defines a method of color restoration that corrects for this deficiency at the cost of a modest dilution in color consistency.
Book ChapterDOI

Guided image filtering

TL;DR: The guided filter is demonstrated that it is both effective and efficient in a great variety of computer vision and computer graphics applications including noise reduction, detail smoothing/enhancement, HDR compression, image matting/feathering, haze removal, and joint upsampling.
Journal ArticleDOI

Fast bilateral filtering for the display of high-dynamic-range images

TL;DR: A new technique for the display of high-dynamic-range images, which reduces the contrast while preserving detail, is presented, based on a two-scale decomposition of the image into a base layer.
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