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Proceedings ArticleDOI

Bilateral Histogram Equalization for X-Ray Image Tone Mapping

TLDR
A novel tone mapping operator that fusions the multiple versions of a single HDR input obtained by clipping and normalizing its intensity based on a complete set of disjoint intervals is introduced, designed to offer a good rendering of the local structures.
Abstract
This paper introduces a novel tone mapping operator, designed to offer a good rendering of the local structures. The new operator fusions the multiple versions of a single HDR input obtained by clipping and normalizing its intensity based on a complete set of disjoint intervals. Defining the weight map associated to each version to be its clipping interval indicator function promotes contrast enhancement, but induces artifacts when neighboring pixels belong to distinct intervals. We thus propose to smooth out the indicators across neighboring pixels with similar intensity, using a standard cross-bilateral filter. With such weight maps, the fusion operator becomes equivalent to applying histogram equalization on the image regions on which the cross-bilateral filter diffuses the indicators, and is therefore referred to as Bilateral Histogram Equalization (BHE) operator. It compares favorably to previous tone mapping algorithms.

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Citations
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Detail Restoration and Tone Mapping Networks for X-Ray Security Inspection

TL;DR: A deep learning-based TM method for X-ray inspection that aims to compress the dynamic range while preserving the restored details and preventing halo artifacts and a dataset synthesis technique using the Beer-Lambert law for supervised learning of DR-Net.
Journal ArticleDOI

A comparative study of medical image enhancement algorithms and quality assessment metrics on COVID-19 CT images

TL;DR: In this article , the authors analyzed state-of-the-art image enhancement techniques for their suitability in enhancing the CT scans of COVID-19 patients, and six quantitative metrics, Entropy, SSIM, AMBE, PSNR, EME and EMEE, were used to evaluate the enhanced images.
Proceedings ArticleDOI

CNN-based morphological decomposition of X-ray images for details and defects contrast enhancement

TL;DR: In this article, two CNN branches are used to decompose an input image into its two morphological components, i.e., local textures and piecewise smooth (cartoon) parts.
Journal ArticleDOI

γ Radiation Image Enhancement Method Based on Non-Linear Mapping

TL;DR: Experimental results demonstrate that the proposed joint contrast improvement and color cast correction approach for the $\gamma $ radiation image enhancement enjoys state-of-the-art performance.
Proceedings ArticleDOI

Optimizing the range of a bilateral filter to enhance defects and threads visibility in x-ray radiographic testing

TL;DR: In this paper , a bilateral filter is used to extract and amplify the low-contrast local variations of the image, which are supposed to represent the object defects, and a critical step lies in the selection of the bilateral filter range parameter, which sets a contrast upper bound to the signals that are filtered out, to be scaled to a constant fraction of the rendering range.
References
More filters
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

Adaptive histogram equalization and its variations

TL;DR: It is concluded that clipped ahe should become a method of choice in medical imaging and probably also in other areas of digital imaging, and that clip ahe can be made adequately fast to be routinely applied in the normal display sequence.
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.
Proceedings ArticleDOI

Photographic tone reproduction for digital images

TL;DR: The work presented in this paper leverages the time-tested techniques of photographic practice to develop a new tone reproduction operator and uses and extends the techniques developed by Ansel Adams to deal with digital images.