对高分辨率红外线扫描图像进行自适应引导过和基于光谱的不均校正
Mingsheng Huang1,2, Yanghang Zhu1,2, Qingwu Duan2,3
1University of Chinese Academy of Sciences, Beijing 100049, China.
Sensors (Basel, Switzerland)
|July 30, 2025
概括
这项研究引入了一种快速的单方法,以消除红外线扫描图像中的条纹噪声. 这项技术可以提高目标检测和放射性分析等任务的图像质量.
科学领域:
- 红外成像技术 红外成像技术
- 图像处理 图像处理
背景情况:
- 条纹噪声会降低高分辨率红外线扫描图像的质量.
- 这种噪音会影响关键下游应用,如目标检测和放射性分析.
研究的目的:
- 提出一种轻量级,单,无参考的不均性校正 (NUC) 方法.
- 提高红外图像质量,以提高下游任务性能.
主要方法:
- 将2D图像投射到1D行平均信号中,以增强条纹噪声的方向性.
- 采用适应指导过,使用局部中位数绝对偏差 (MAD) 来实现空间适应性和结构保存.
- 使用光谱受约束的频域掩盖来抑制周期性和非周期性干扰.
主要成果:
- 拟议的NUC方法在模拟和真实数据集上始终超过了六个最先进的算法.
- 该方法在所有测试的算法中实现了最快的运行时间.
- 在多个定量指标上表现出卓越的表现.
结论:
- 开发的NUC方法非常适合在空载,卫星和嵌入式红外系统中实时部署.
- 它为红外图像增强提供了一个强大的和可解释的框架.
- 显著提高红外线扫描图像的质量.
相关概念视频
Infrared (IR) Spectroscopy: Overview
2.4K
When electromagnetic radiation passes through a material, atoms or molecules transition from a lower to a higher energy state by absorbing radiation corresponding to the energy difference between the two states. The absorption of infrared (IR) radiation causes transitions between vibrational energy levels in a molecule. Therefore, IR spectroscopy is a useful analytical tool for determining the molecular structure of molecules.
Different compounds display unique properties due to their...
Different compounds display unique properties due to their...
2.4K
Attenuated Total Reflectance (ATR) Infrared Spectroscopy: Overview
567
Attenuated total reflectance (ATR) infrared spectroscopy is a powerful analytical technique used to study the composition of materials. It is widely employed in chemistry, materials science, forensic science, and other fields where sample characterization is required. ATR has several advantages over traditional transmission IR spectroscopy, including the requirement of little to no sample preparation and the ability to analyze a wide range of samples.
The ATR process begins by directing a beam...
The ATR process begins by directing a beam...
567
IR Spectrometers
1.5K
There are two main infrared (IR) spectrophotometers: dispersive IR spectrometers and Fourier transform infrared (FTIR) spectrometers. In a dispersive IR spectrometer, a beam of infrared radiation produced by a hot wire is divided into two parallel equal-intensity beams using mirrors. One beam passes through the sample, while another is a reference beam. The beams then move through the monochromator, which separates the radiations into a continuous spectrum of different frequencies. The...
1.5K
Atomic Emission Spectroscopy: Interference
274
In atomic emission spectroscopy (AES), high-temperature atomizers excite a broad range of elements and molecules that generate complex emissions from sources such as oxides, hydroxides, and flame combustion products in the flame or plasma. Several strategies can be employed to minimize spectral interferences caused by overlapping emission lines or bands. These include increasing instrument resolution, choosing alternative emission lines, optimally placing the detector in low-background regions,...
274


