适应频率协作用于遥感变化检测.
Feng Zhou1, Xinyu Zhang2, Hui Shuai3
1School of Computer Science, Nanjing Audit University, Nanjing, 211815, China.
概括
这项研究引入了一个适应频率协作网络 (AFCN),用于改进远程传感变化检测. 通过分离频率组件,AFCN提高了识别土地覆盖变化的准确性.
科学领域:
- 遥感 遥感 遥感 遥感
- 地理空间分析的研究.
- 计算机视觉 计算机视觉
背景情况:
- 对于遥感变化检测的深度学习方法经常聚合频率组件,阻碍性能.
- 高频组件捕获细节,但可以引入虚假的差异.
- 低频组件保护全球结构,有助于准确地定位变化.
研究的目的:
- 提出一个自适应频率协作网络 (AFCN) 改进远程传感变化检测.
- 为了分离频率组件,以提取不同的特征.
- 为了提高变更检测的准确性和细节的保存.
主要方法:
- 开发了一个自适应频率协作网络 (AFCN).
- 设计了一个特定位置的低通波器,用于适应性低频元件提取.
- 通过减去低频部件来获得高频组件,利用波纹重建原理.
- 整合了一个辅助边缘检测任务来增强空间细节.
主要成果:
- 在基准数据集 (LEVIR-CD,PX-CLCD,WHU-CD) 上,AFCN实现了最先进的性能.
- 在工会 (IoU) 上实现了分别为85.30%,94.13%和90.03%的交叉点.
- 在变化检测中证明了改进的准确性和细节保存.
结论:
- 拟议的AFCN有效地利用频率信息来实现卓越的遥感变化检测.
- 频率解和辅助边缘检测对于准确,保存细节的结果至关重要.
- AFCN代表了变化检测方法的重大进步.
相关概念视频
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
IR Frequency Region: X–H Stretching
1.4K
In IR spectroscopy, signals produced by the X−H bonds (such as C−H, O−H, or N−H) can be observed in the frequency range of 2700–4000 cm–1. The C−H stretching vibration forms sharp bands in the region 2850–3000 cm–1. The presence of the O−H stretching vibration leads to the forming of an absorption band in the frequency range 3650–3200 cm−1. At the same time, N−H stretching can be confirmed by absorption bands in...
1.4K
IR Frequency Region: Fingerprint Region
1.8K
IR spectra are divided into two main regions: the diagnostic region and the fingerprint region. The diagnostic region of the spectrum lies above 1500 cm−1. The absorptions resulting from single-bond vibrations of the N–H, C–H, and O–H stretch at higher wavenumbers and appear on the left side of the spectrum. The stretching absorptions of the C≡C and C≡N occur between 2100–2300 cm−1. In contrast, those arising from stretching absorptions of the...
1.8K
Difference from Background: Limit of Detection
8.0K
The limit of detection (LOD) is the smallest amount of analyte that can be distinguished from the background noise. The LOD value corresponds to the concentration at which the analyte signal is three times larger than the standard deviation of the blank signal. Below this value, the analyte signal cannot be differentiated from the background noise. It is calculated by dividing the calibration slope by 3 times the standard deviation of the blank signals.
The LOD indicates the presence or absence...
The LOD indicates the presence or absence...
8.0K
Distance Corrections
272
To achieve precise distance measurements, especially in surveying and construction, certain corrections must be applied to account for potential sources of error like the standardization errors, temperature variations, and slope adjustments.Standardization error emerges when measurement equipment undergoes changes, such as wear, repairs, or weather impacts. To address this, surveyors compare the equipment’s readings to a standard. This process identifies any deviation that might lead to...
272


