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Remote Sensing, Volume 17, Issue 2

January-2 2025 - 173 articles

Cover Story: This study explores the use of hyperspectral images collected using a drone, combined with principal component analysis (PCA), to detect and monitor water stress in ornamental plants, including rose, itea, spirea, and weigela. By analyzing the hyperspectral data across various wavelengths, the research identifies key spectral indicators linked to water stress. The findings demonstrate the effectiveness of PCA in reducing data complexity while preserving critical information, enabling precise differentiation between water stress levels. This innovative approach highlights the potential of hyperspectral imaging and AI tools for sustainable water management and precision agriculture in ornamental horticulture. View this paper
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Articles (173)

  • Article
  • Open Access
1 Citations
1,926 Views
26 Pages

A Structurally Flexible Occupancy Network for 3-D Target Reconstruction Using 2-D SAR Images

  • Lingjuan Yu,
  • Jianlong Liu,
  • Miaomiao Liang,
  • Xiangchun Yu,
  • Xiaochun Xie,
  • Hui Bi and
  • Wen Hong

20 January 2025

Driven by deep learning, three-dimensional (3-D) target reconstruction from two-dimensional (2-D) synthetic aperture radar (SAR) images has been developed. However, there is still room for improvement in the reconstruction quality. In this paper, we...

  • Article
  • Open Access
3 Citations
1,937 Views
22 Pages

20 January 2025

Recently, the impact of climate change has led to an increase in the scale and frequency of extreme rainfall and flash floods. Due to this, the occurrence of floods and various river disasters has increased, necessitating the acquisition of technolog...

  • Article
  • Open Access
2,181 Views
21 Pages

20 January 2025

Rock-mass point-cloud registration is a critical yet challenging task in the fields of geology and engineering. Currently, the lack of dedicated datasets for rock-mass point-cloud registration significantly limits the development and application of a...

  • Article
  • Open Access
1 Citations
2,794 Views
28 Pages

Multi-Class Guided GAN for Remote-Sensing Image Synthesis Based on Semantic Labels

  • Zhenye Niu,
  • Yuxia Li,
  • Yushu Gong,
  • Bowei Zhang,
  • Yuan He,
  • Jinglin Zhang,
  • Mengyu Tian and
  • Lei He

20 January 2025

In the scenario of limited labeled remote-sensing datasets, the model’s performance is constrained by the insufficient availability of data. Generative model-based data augmentation has emerged as a promising solution to this limitation. While...

  • Technical Note
  • Open Access
1,211 Views
13 Pages

A Method of Arrival Angle Optimization in Single-Station Positioning Based on Statistical Features

  • Ting Li,
  • Tongxin Liu,
  • Xuehai Yang,
  • Guobin Yang,
  • Chunhua Jiang and
  • Chongzhe Lao

20 January 2025

Aiming to mitigate the substantial dispersion in arrival angle estimation due to colored and white noise interference, which may seriously affect the accuracy of short-wave single-station positioning, this paper introduces an approach to optimizing a...

  • Article
  • Open Access
2 Citations
2,467 Views
22 Pages

20 January 2025

With the continuous advancement of deep neural networks, salient object detection (SOD) in natural images has made significant progress. However, SOD in optical remote sensing images (ORSI-SOD) remains a challenging task due to the diversity of objec...

  • Article
  • Open Access
5 Citations
3,089 Views
20 Pages

Structural Analysis and 3D Reconstruction of Underground Pipeline Systems Based on LiDAR Point Clouds

  • Qiuyao Lai,
  • Qinchuan Xin,
  • Yuhang Tian,
  • Xiaoyou Chen,
  • Yujie Li and
  • Ruohan Wu

20 January 2025

The underground pipeline is a critical component of urban water supply and drainage infrastructure. However, the absence of accurate pipe information frequently leads to construction delays and cost overruns, adversely impacting urban management and...

  • Technical Note
  • Open Access
4 Citations
3,389 Views
13 Pages

Evaluating Sentinel-2 for Monitoring Drought-Induced Crop Failure in Winter Cereals

  • Adrià Descals,
  • Karen Torres,
  • Aleixandre Verger and
  • Josep Peñuelas

20 January 2025

Extreme climate events can threaten food production and disrupt supply chains. For instance, the 2023 drought in Catalonia caused large areas of winter cereals to wilt and die early, yielding no grain. This study examined whether Sentinel-2 can detec...

  • Article
  • Open Access
2 Citations
1,796 Views
20 Pages

20 January 2025

Landslide susceptibility evaluation is an indispensable part of disaster prevention and mitigation work. Selecting effective evaluation methods and models for landslide susceptibility assessment is of significant importance. This study focuses on sel...

  • Article
  • Open Access
5 Citations
3,525 Views
22 Pages

19 January 2025

The study of the Earth’s ionosphere is a topic that has increased in relevance over the past few decades. The ability to predict the ionosphere’s behavior, as well as to mitigate the effects of its rapid changes, is a matter of primary im...

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Remote Sens. - ISSN 2072-4292