一种基于结构层和细节层的低照明增强方法
Wei Ge1, Le Zhang1, Weida Zhan1
1National Demonstration Center for Experimental Electrical, School of Electronic and Information Engineering, Changchun University of Science and Technology, Changchun 130022, China.
Entropy (Basel, Switzerland)
|August 26, 2023
概括
本研究介绍了一种使用结构层和细节层的新型低照明图像增强方法. SRetinex-Net模型有效地提高了亮度,同时保留了图像纹理和细节,提高了整体图像质量.
科学领域:
- 图像处理和计算机视觉
背景情况:
- 低光照度图像增强至关重要,但具有挑战性.
- 现有的方法在亮度调整过程中难以保持图像纹理和细节.
研究的目的:
- 提出一种有效的低照明图像增强方法.
- 为了解决维护图像纹理和细节的局限性.
主要方法:
- 设计了SRetinex-Net模型,包括分解和增强模块.
- 利用SU-Net进行无监督的分解成结构和细节层.
- 雇员 SDE-Net 有专门的分支机构用于结构亮度调整和细节增强/减噪.
主要成果:
- 拟议的方法显著提高了亮度,并保留了纹理细节.
- 网络结构降低了计算成本.
- 改进的损失功能有效地将结构和纹理边缘分开.
结论:
- 该SRetinex-Net模型提供了一个优越的方法,用于低照明图像增强.
- 该方法在图像恢复中对亮度和细节保存产生了重大影响.
更多相关视频
相关概念视频
Super-resolution Fluorescence Microscopy
7.1K
Super-resolution fluorescence microscopy (SRFM) provides a better resolution than conventional fluorescence microscopy by reducing the point spread function (PSF). PSF is the light intensity distribution from a point that causes it to appear blurred. Due to PSF, each fluorescing point appears bigger than its actual size, and it is the PSF interference of nearby fluorophores that causes the blurred image. Various approaches to achieving higher resolution through SRFM have recently been...
7.1K
Confocal Fluorescence Microscopy
13.4K
Confocal microscopy is an advanced microscopic technique. The prime advantage of the confocal microscope over other microscopy techniques is its ability to block the out-of-focus light from the illuminated samples using pinholes. It is widely used with fluorescence optics to obtain high-resolution, sharp contrast images. Unlike optical microscopes, confocal microscopes use a focused beam of light laser to scan the entire sample surface at different z-planes. These microscopes are, therefore,...
13.4K
Phase Contrast and Differential Interference Contrast Microscopy
8.2K
Phase-Contrast Microscopes
In-phase-contrast microscopes, interference between light directly passing through a cell and light refracted by cellular components is used to create high-contrast, high-resolution images without staining. It is the oldest and simplest type of microscope that creates an image by altering the wavelengths of light rays passing through the specimen. Altered wavelength paths are created using an annular stop in the condenser. The annular stop produces a hollow cone of...
In-phase-contrast microscopes, interference between light directly passing through a cell and light refracted by cellular components is used to create high-contrast, high-resolution images without staining. It is the oldest and simplest type of microscope that creates an image by altering the wavelengths of light rays passing through the specimen. Altered wavelength paths are created using an annular stop in the condenser. The annular stop produces a hollow cone of...
8.2K
Three-Dimensional Microscopy in Microbiology
67
Three-dimensional imaging techniques are essential in cell biology, allowing researchers to visualize intricate cellular structures with high resolution. Two prominent methods, Differential Interference Contrast Microscopy (DIC) and Confocal Scanning Laser Microscopy (CSLM), provide distinct advantages for imaging live and thick specimens, respectively.Differential Interference Contrast MicroscopyDIC microscopy enhances contrast in transparent, unstained samples by converting phase...
67
Imaging Biological Samples with Optical Microscopy
4.8K
Optical microscopy uses optic principles to provide detailed images of samples. Antonie van Leeuwenhoek designed the first compound optical microscope in the 17th century to visualize blood cells, bacteria, and yeast cells. In 1830, Joseph Jackson Lister created an essentially modern light microscope. The 20th century saw the development of microscopes with enhanced magnification and resolution.
In optical microscopy, the specimen to be viewed is placed on a glass slide and clipped on the stage...
In optical microscopy, the specimen to be viewed is placed on a glass slide and clipped on the stage...
4.8K


