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Remote Sensing, Volume 15, Issue 4

February-2 2023 - 301 articles

Cover Story: The automatic recognition of numerous coseismic landslides has provided crucial support for post-earthquake emergency rescue. Small landslides under various complicated environments are challenging to recognize. This paper proposes EGCN to integrate global and useful context features in addition to local spatial characteristics at both high and low levels for coseismic landslide recognition. It is constructed with CGBlock as the basic module and U-Net as the baseline. The CGBlock module can extract relatively stable global context-dependent features and unstable local features via the GNN branch and CNN branch, respectively, and integrates them via adaptive weights. Experimental results suggest that the proposed method outperforms the current major deep learning methods. In addition, EGCN could also be applied to the recognition of other small targets. View this paper
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Articles (301)

  • Article
  • Open Access
9 Citations
3,357 Views
29 Pages

Spatiotemporal Patterns and Regional Differences in Soil Thermal Conductivity on the Qinghai–Tibet Plateau

  • Wenhao Liu,
  • Ren Li,
  • Tonghua Wu,
  • Xiaoqian Shi,
  • Lin Zhao,
  • Xiaodong Wu,
  • Guojie Hu,
  • Jimin Yao,
  • Dong Wang and
  • Yao Xiao
  • + 8 authors

20 February 2023

The Qinghai–Tibet Plateau is an area known to be sensitive to global climate change, and the problems caused by permafrost degradation in the context of climate warming potentially have far-reaching effects on regional hydrogeological processes...

  • Article
  • Open Access
6 Citations
3,705 Views
26 Pages

A Spatial–Temporal Joint Radar-Communication Waveform Design Method with Low Sidelobe Level of Beampattern

  • Liu Liu,
  • Xingdong Liang,
  • Yanlei Li,
  • Yunlong Liu,
  • Xiangxi Bu and
  • Mingming Wang

20 February 2023

A joint radar-communication (JRC) system utilizes the integrated transmit waveform and a single platform to perform radar and communication functions simultaneously. Admittedly, the multibeam waveform design approach could transmit the assigned wavef...

  • Article
  • Open Access
9 Citations
4,589 Views
15 Pages

Post-Hurricane Damage Severity Classification at the Individual Tree Level Using Terrestrial Laser Scanning and Deep Learning

  • Carine Klauberg,
  • Jason Vogel,
  • Ricardo Dalagnol,
  • Matheus Pinheiro Ferreira,
  • Caio Hamamura,
  • Eben Broadbent and
  • Carlos Alberto Silva

20 February 2023

Natural disturbances like hurricanes can cause extensive disorder in forest structure, composition, and succession. Consequently, ecological, social, and economic alterations may occur. Terrestrial laser scanning (TLS) and deep learning have been use...

  • Article
  • Open Access
6 Citations
2,944 Views
18 Pages

20 February 2023

Dynamic response monitoring is of great significance for large engineering structural anomaly diagnosis and early warning. Although the global navigation satellite system (GNSS) has been widely used to measure the dynamic structural response, it has...

  • Article
  • Open Access
8 Citations
2,751 Views
19 Pages

Multi-Instrumental Observations of Midlatitude Plasma Irregularities over Eastern Asia during a Moderate Magnetic Storm on 16 July 2003

  • Hailun Ye,
  • Wen Yi,
  • Baozhu Zhou,
  • Jianfei Wu,
  • Bingkun Yu,
  • Penghao Tian,
  • Jianyuan Wang,
  • Chi Long,
  • Maolin Lu and
  • Xianghui Xue
  • + 2 authors

20 February 2023

This study presents the observations of midlatitude plasma irregularities over Eastern Asia during a moderate magnetic storm on 16 July 2003. Multi-instrumental observations, including the ground-based ionosondes, the GNSS networks, and the CHAMP and...

  • Review
  • Open Access
79 Citations
32,593 Views
41 Pages

Simultaneous Localization and Mapping (SLAM) for Autonomous Driving: Concept and Analysis

  • Shuran Zheng,
  • Jinling Wang,
  • Chris Rizos,
  • Weidong Ding and
  • Ahmed El-Mowafy

20 February 2023

The Simultaneous Localization and Mapping (SLAM) technique has achieved astonishing progress over the last few decades and has generated considerable interest in the autonomous driving community. With its conceptual roots in navigation and mapping, S...

  • Article
  • Open Access
2,315 Views
19 Pages

Fast Resolution Enhancement for Real Beam Mapping Using the Parallel Iterative Deconvolution Method

  • Ping Zhang,
  • Yongchao Zhang,
  • Deqing Mao,
  • Jianan Yan and
  • Shuaidi Liu

20 February 2023

Super-resolution methods for real beam mapping (RBM) imagery play a significant role in many microwave remote sensing applications. However, the existing super-resolution methods require high-dimensional matrix operations in the case of wide-field im...

  • Article
  • Open Access
6 Citations
3,873 Views
22 Pages

Sea Surface Temperature Gradients Estimation Using Top-of-Atmosphere Observations from the ESA Earth Explorer 10 Harmony Mission: Preliminary Studies

  • Daniele Ciani,
  • Mattia Sabatini,
  • Bruno Buongiorno Nardelli,
  • Paco Lopez Dekker,
  • Björn Rommen,
  • David S. Wethey,
  • Chunxue Yang and
  • Gian Luigi Liberti

20 February 2023

The Harmony satellite mission was recently approved as the next European Space Agency (ESA) Earth Explorer 10. The mission science objectives cover several applications related to solid earth, the cryosphere, upper-ocean dynamics and air–sea in...

  • Article
  • Open Access
78 Citations
8,394 Views
17 Pages

Future Scenarios of Land Use/Land Cover (LULC) Based on a CA-Markov Simulation Model: Case of a Mediterranean Watershed in Morocco

  • Mohamed Beroho,
  • Hamza Briak,
  • El Khalil Cherif,
  • Imane Boulahfa,
  • Abdessalam Ouallali,
  • Rachid Mrabet,
  • Fassil Kebede,
  • Alexandre Bernardino and
  • Khadija Aboumaria

20 February 2023

Modeling of land use and land cover (LULC) is a very important tool, particularly in the agricultural field: it allows us to know the potential changes in land area in the future and to consider developments in order to prevent probable risks. The id...

  • Article
  • Open Access
7 Citations
4,451 Views
22 Pages

A Multi-Resolution Approach to Point Cloud Registration without Control Points

  • Eleanor A. Bash,
  • Lakin Wecker,
  • Mir Mustafizur Rahman,
  • Christine F. Dow,
  • Greg McDermid,
  • Faramarz F. Samavati,
  • Ken Whitehead,
  • Brian J. Moorman,
  • Dorota Medrzycka and
  • Luke Copland

20 February 2023

Terrestrial photographic imagery combined with structure-from-motion (SfM) provides a relatively easy-to-implement method for monitoring environmental systems, even in remote and rough terrain. However, the collection of in-situ positioning data and...

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Remote Sens. - ISSN 2072-4292