Advanced Retinex-Net image enhancement method based on value component processing
نویسندگان
چکیده
When capturing images under low-light lighting conditions, the resulting often suffer low visibility. Such low-visibility not only affect visual effect but also cause many difficulties in practical application. Therefore, image enhancement technology conditions has always been a challenging problem algorithms. Considering that most of existing methods are based on RGB color space technology, correlation among three primary colors is ignored, which makes distortion phenomenon easy to occur when enhanced. To solve problems poor visibility and deviation this paper an advanced Retinex network method proposed. In method, firstly transformed into HSV space, decomposition used decompose enhance value component separately, thus increasing resolution through up-sampling operation; then, for hue saturation component, nearest neighbor interpolation increase their resolutions, enhanced combined convert back obtain initial image; finally, wavelet transform fusion fuse with original eliminate over-enhanced part image. The analysis experimental results shows proposed obvious advantages brightness restoration images. Especially, comparing NIQE decreases by average 19.49%, standard increases 41.35%. algorithm expected be effectively fields security monitoring biomedicine.
منابع مشابه
Retinex processing for automatic image enhancement
There has been a revivification of interest in the Retinex computation in the last six or seven years, especially in its use for image enhancement. In his last published concept (1986) for a Retinex computation, Land introduced a center/surround spatial form, which was inspired by the receptive field structures of neurophysiology. With this as our starting point, we develop the Retinex concept ...
متن کاملImage Enhancement Based on Selective - Retinex Fusion Algorithm
The brightness adjustment method for the night-vision image enhancement is considered in this paper. The color RGB night-vision image is transformed into an uncorrelated color space--the YUV space. According to the characteristics of the night-vision image, we develop the modified Retinex algorithm based on the S curve firstly, by which the luminance component is enhanced and the brightness of ...
متن کاملColor image enhancement using a Retinex-based digital filter
We present a new adaptation of Retinex to enhance the rendering of high dynamic range digital color images. The image is processed using an adaptive Gaussian filter. The shape of the filter basis is adapted to follow the high contrasted edges of the image. In this way, the artifacts introduced by a circularly symmetric filter at the border of high contrasted areas are reduced. This method provi...
متن کاملMulti-scale retinex for color image enhancement
The retinex is a human perception-based image processing algorithm which provides color constancy and dynamic range compression. We have previously reported on a single-scale retinex (SSR) and shown that it can either achieve color/lightness rendition or dynamic range compression, but not both simultaneously. We now present a multi-scale retinex (MSR) which overcomes this limitation for most sc...
متن کاملFinger-Vein Image Enhancement Using a Fuzzy-Based Fusion Method with Gabor and Retinex Filtering
Because of the advantages of finger-vein recognition systems such as live detection and usage as bio-cryptography systems, they can be used to authenticate individual people. However, images of finger-vein patterns are typically unclear because of light scattering by the skin, optical blurring, and motion blurring, which can degrade the performance of finger-vein recognition systems. In respons...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Chinese Physics
سال: 2022
ISSN: ['1000-3290']
DOI: https://doi.org/10.7498/aps.71.20220099