基于信息理论框架中的距离测量的超谱纹理计量学
概括
这项研究引入了新的超光谱纹理分析方法,通过一种名为Radical of Extended Mean Information for Discrimination (REID) 的新光谱距离度量来增强特征提取. 这些方法改善了分类和检索任务.
科学领域:
- 图像分析和机器学习
- 光谱学和光学传感技术
- 计算物理学的计算物理.
背景情况:
- 现有的高光谱纹理特征提取方法通常需要进行前或后处理.
- 像PCA,ICA和NMF这样的尺寸缩小技术可能导致信息丢失.
研究的目的:
- 将计量学整合到超光谱纹理特征提取中.
- 为高光谱图像提出新的,直接的和可解释的特征计算方法.
- 引入一种新的光谱距离度量,即分歧扩展平均信息 (REID) 的基数.
主要方法:
- 开发了基于距离的表达式,用于灰级共发生矩阵 (GLCM),局部二进制模式 (LBP) 和Gabor过.
- 推出了REID,一种可分解为光谱方向和大小的新型光谱距离度量.
- 功能计算是全频,轻量级和可解释的,利用所有波长.
主要成果:
- 提出的方法在纹理分类,基于内容的图像检索和癌症检测方面始终优于现有技术.
- 与使用尺寸缩小空间 (PCA,ICA,NMF) 的方法相比,实现了更高的性能.
- 证明了全频特征计算的效率和可解释性.
结论:
- 新的超光谱纹理特征提取方法比现有方法提供了显著的改进.
- 该REID指标提供了一种可靠和可解释的方式来分析光谱信息.
- 这些方法有可能集成到可解释AI (XAI) 的机器/深度学习系统中.
相关概念视频
Spectrophotometry: Introduction
6.7K
Spectrophotometry is the quantitative measurement of the absorption, reflection, diffraction, or transmission of electromagnetic radiation through a material as a function of the intensity and wavelength of the radiation. A spectrophotometer is a device used to measure the change in the radiation intensity caused by its interaction with the material.
The essential components of a spectrophotometer include a source of electromagnetic radiation, a slot for placing a material to be analyzed, and a...
The essential components of a spectrophotometer include a source of electromagnetic radiation, a slot for placing a material to be analyzed, and a...
6.7K
Electronic Distance Measuring Instruments
465
Electronic Distance Measuring Instruments (EDMs) are essential tools in modern surveying, offering precise distance measurements by emitting electromagnetic signals and calculating the time required for these signals to travel to a target and return. Two primary types of signals are used in EDMs — light waves and microwaves — each suited to specific environmental and distance requirements. Light-wave-based EDMs utilize either infrared or laser light, providing high accuracy over...
465
Distance Measurements by Taping
418
Tapes are essential in surveying for accurate, durable, and short-distance measurements. Made from lightweight, nylon-coated steel, they offer flexibility and strength for rugged outdoor use. The nylon coating protects against rust and wear, extending the tape's life. Standard lengths, around 30 meters, are marked in meters and millimeters for precision.Surveyors select tapes based on site conditions and accuracy needs. Lightweight, nylon-coated tapes are commonly used for ease of handling and...
418
IR Spectrometers
2.4K
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...
2.4K
Depth Perception and Spatial Vision
1.8K
Depth perception is the ability to perceive objects three-dimensionally. It relies on two types of cues: binocular and monocular. Binocular cues depend on the combination of images from both eyes and how the eyes work together. Since the eyes are in slightly different positions, each eye captures a slightly different image. This disparity between images, known as binocular disparity, helps the brain interpret depth. When the brain compares these images, it determines the distance to an object.
1.8K
Attenuated Total Reflectance (ATR) Infrared Spectroscopy: Overview
1.2K
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...
1.2K


