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Remote Sensing, Volume 15, Issue 14

2023 July-2 - 246 articles

Cover Story: This paper proposes a UAV-based computer vision framework for individual tree detection and health assessment. The proposed approach involves a two-stage process. Firstly, we propose a tree detection model by employing a hard negative mining strategy using RGB UAV images. Subsequently, we address the health classification problem by leveraging multi-band imagery-derived vegetation indices. The proposed framework achieves an F1-score of 86.24% for tree detection and an overall accuracy of 97.52% for the tree health assessment. This study demonstrates the robustness of the proposed framework in accurately assessing orchard tree health from UAV images. Moreover, the proposed approach holds potential for application in various other plantation settings, enabling plant detection and health assessments using UAV imagery. View this paper
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Articles (246)

  • Technical Note
  • Open Access
2,154 Views
18 Pages

Spatially Variant Error Elimination for High-Resolution UAV SAR with Extremely Small Incident Angle

  • Xintian Zhang,
  • Shiyang Tang,
  • Yi Ren,
  • Jiahao Han,
  • Chenghao Jiang,
  • Juan Zhang,
  • Yinan Li,
  • Tong Jiang and
  • Qi Dong

24 July 2023

Airborne synthetic aperture radar (SAR) is susceptible to atmospheric disturbance and other factors that cause the position offset error of the antenna phase center and motion error. In close-range detection scenarios, the large elevation angle may m...

  • Article
  • Open Access
5 Citations
3,280 Views
21 Pages

24 July 2023

Emerging smart cities and digital twins are currently built from heterogenous cutting-edge low-power remote sensing systems limited by diverse inefficient communication and information technologies. Future smart cities delivering time-critical servic...

  • Article
  • Open Access
10 Citations
3,692 Views
25 Pages

24 July 2023

The despeckling of synthetic aperture radar images using two different convolutional neural network architectures is presented in this paper. The first method presents a novel Siamese convolutional neural network with a dilated convolutional network...

  • Article
  • Open Access
1 Citations
2,179 Views
21 Pages

Locality Preserving Property Constrained Contrastive Learning for Object Classification in SAR Imagery

  • Jing Wang,
  • Sirui Tian,
  • Xiaolin Feng,
  • Bo Zhang,
  • Fan Wu,
  • Hong Zhang and
  • Chao Wang

24 July 2023

Robust unsupervised feature learning is a critical yet tough task for synthetic aperture radar (SAR) automatic target recognition (ATR) with limited labeled data. The developing contrastive self-supervised learning (CSL) method, which learns informat...

  • Article
  • Open Access
39 Citations
6,877 Views
22 Pages

An Improved VMD-LSTM Model for Time-Varying GNSS Time Series Prediction with Temporally Correlated Noise

  • Hongkang Chen,
  • Tieding Lu,
  • Jiahui Huang,
  • Xiaoxing He,
  • Kegen Yu,
  • Xiwen Sun,
  • Xiaping Ma and
  • Zhengkai Huang

24 July 2023

GNSS time series prediction plays a significant role in monitoring crustal plate motion, landslide detection, and the maintenance of the global coordinate framework. Long short-term memory (LSTM) is a deep learning model that has been widely applied...

  • Communication
  • Open Access
11 Citations
3,315 Views
14 Pages

24 July 2023

A residual network (ResNet) model was proposed for estimating Chl-a concentrations in global oceans from the remote sensing reflectance (Rrs) observed by the Chinese ocean color and temperature scanner (COCTS) onboard the HY-1C satellite. A total of...

  • Article
  • Open Access
7 Citations
3,471 Views
17 Pages

24 July 2023

The TanDEM-X Digital Elevation Model (DEM) is limited by the radar side-view imaging mode, which still has gaps and anomalies that directly affect the application potential of the data. Many methods have been used to improve the accuracy of TanDEM-X...

  • Article
  • Open Access
7 Citations
3,566 Views
27 Pages

24 July 2023

Recent years have seen a rapid rise in the generation of high-resolution topographic data using custom-built or commercial-grade Unmanned Aerial Vehicles (UAVs). Though several studies have demonstrated the application potential of UAV data, signific...

  • Article
  • Open Access
5 Citations
3,092 Views
23 Pages

24 July 2023

In recent years, the development of super-resolution (SR) algorithms based on convolutional neural networks has become an important topic in enhancing the resolution of multi-channel remote sensing images. However, most of the existing SR models suff...

  • Article
  • Open Access
13 Citations
2,422 Views
17 Pages

Biophysical Variable Retrieval of Silage Maize with Gaussian Process Regression and Hyperparameter Optimization Algorithms

  • Elahe Akbari,
  • Ali Darvishi Boloorani,
  • Jochem Verrelst,
  • Stefano Pignatti,
  • Najmeh Neysani Samany,
  • Saeid Soufizadeh and
  • Saeid Hamzeh

24 July 2023

Quantification of vegetation biophysical variables such as leaf area index (LAI), fractional vegetation cover (fCover), and biomass are among the key factors across hydrological, agricultural, and irrigation management studies. The present study prop...

  • Article
  • Open Access
5 Citations
5,294 Views
15 Pages

24 July 2023

In the present study, the vertical and horizontal growth of Patna Urban Agglomeration was evaluated using the Persistent Scatterer Interferometry Synthetic Aperture Radar (PSInSAR) technique during 2015–2018. The vertical urban growth assessmen...

  • Article
  • Open Access
6 Citations
3,173 Views
21 Pages

24 July 2023

The evolution of a glacial lake is a true reflection of glacial and climatic change. Currently, the study of glacial lakes in the Altai Mountains is mainly concerned with the application of high-resolution remote sensing images to monitor and evaluat...

  • Technical Note
  • Open Access
9 Citations
1,909 Views
16 Pages

Uncertainty Evaluation on Temperature Detection of Middle Atmosphere by Rayleigh Lidar

  • Xinqi Li,
  • Kai Zhong,
  • Xianzhong Zhang,
  • Tong Wu,
  • Yijian Zhang,
  • Yu Wang,
  • Shijie Li,
  • Zhaoai Yan,
  • Degang Xu and
  • Jianquan Yao

24 July 2023

Measurement uncertainty is an extremely important parameter for characterizing the quality of measurement results. In order to measure the reliability of atmospheric temperature detection, the uncertainty needs to be evaluated. In this paper, based o...

  • Article
  • Open Access
4 Citations
2,425 Views
17 Pages

24 July 2023

In the second half of the 20th century, the western Antarctic Peninsula recorded the highest mean annual air temperature rise in the Antarctic. The South Shetland Islands are located about 100 km northwest of the Antarctic Peninsula. The mean annual...

  • Article
  • Open Access
1 Citations
2,055 Views
16 Pages

Depth Information Precise Completion-GAN: A Precisely Guided Method for Completing Ill Regions in Depth Maps

  • Ren Qian,
  • Wenfeng Qiu,
  • Wenbang Yang,
  • Jianhua Li,
  • Yun Wu,
  • Renyang Feng,
  • Xinan Wang and
  • Yong Zhao

24 July 2023

In the depth map obtained through binocular stereo matching, there are many ill regions due to reasons such as lighting or occlusion. These ill regions cannot be accurately obtained due to the lack of information required for matching. Since the comp...

  • Article
  • Open Access
4 Citations
2,500 Views
21 Pages

Effects of Production–Living–Ecological Space Patterns Changes on Land Surface Temperature

  • Han Liu,
  • Ling Qin,
  • Menggang Xing,
  • Haiming Yan,
  • Guofei Shang and
  • Yuanyuan Yuan

24 July 2023

Rapid economic and social development has triggered competition for limited land space from different industries, accelerating the evolution of Beijing’s urban landscape types. The increase in impermeable surfaces and the decrease in ecological...

  • Communication
  • Open Access
5 Citations
2,817 Views
13 Pages

A High-Performance Thin-Film Sensor in 6G for Remote Sensing of the Sea Surface

  • Qi Song,
  • Xiaoguang Xu,
  • Jianchen Zi,
  • Jiatong Wang,
  • Zhongze Peng,
  • Bingyuan Zhang and
  • Min Zhang

24 July 2023

Functional devices in the THz band will provide a highly important technical guarantee for the promotion and application of 6G technology. We sought to design a high-performance sensor with a large area, high responsiveness, and low equivalent noise...

  • Technical Note
  • Open Access
3 Citations
1,813 Views
11 Pages

Research on Stellar Occultation Detection with Bandpass Filtering for Oxygen Density Retrieval

  • Zheng Li,
  • Xiaocheng Wu,
  • Cui Tu,
  • Xiong Hu,
  • Zhaoai Yan,
  • Junfeng Yang and
  • Yanan Zhang

24 July 2023

Stellar occultation instruments detect the transmission of stellar spectra through the planetary atmosphere to retrieve densities of various atmospheric components. This paper introduces an idea of using instruments with bandpass filters for stellar...

  • Article
  • Open Access
17 Citations
3,994 Views
41 Pages

A Thorough Evaluation of 127 Potential Evapotranspiration Models in Two Mediterranean Urban Green Sites

  • Nikolaos Proutsos,
  • Dimitris Tigkas,
  • Irida Tsevreni,
  • Stavros G. Alexandris,
  • Alexandra D. Solomou,
  • Athanassios Bourletsikas,
  • Stefanos Stefanidis and
  • Samuel Chukwujindu Nwokolo

23 July 2023

Potential evapotranspiration (PET) is a particularly important parameter for understanding water interactions and balance in ecosystems, while it is also crucial for assessing vegetation water requirements. The accurate estimation of PET is typically...

  • Article
  • Open Access
34 Citations
7,407 Views
18 Pages

23 July 2023

Flood risk assessment and mapping are considered essential tools for the improvement of flood management. This research aims to construct a more comprehensive flood assessment framework by emphasizing factors related to human resilience and integrati...

  • Article
  • Open Access
4 Citations
2,944 Views
20 Pages

Adaptive Speckle Filter for Multi-Temporal PolSAR Image with Multi-Dimensional Information Fusion

  • Haoliang Li,
  • Xingchao Cui,
  • Mingdian Li,
  • Junwu Deng and
  • Siwei Chen

23 July 2023

Polarimetric synthetic aperture radar (PolSAR) is an important sensor for earth observation. Multi-temporal PolSAR images obtained by successive observations of the region of interest contain rich polarimetric–temporal–spatial information...

  • Article
  • Open Access
5 Citations
3,707 Views
21 Pages

23 July 2023

Accurate monitoring of water bodies is essential for the management and regulation of water resources. Traditional methods for measuring water quality are always time-consuming and expensive; furthermore, it can be very difficult capture the full spa...

  • Article
  • Open Access
1,988 Views
18 Pages

Multi-Scale Feature Residual Feedback Network for Super-Resolution Reconstruction of the Vertical Structure of the Radar Echo

  • Xiangyu Fu,
  • Qiangyu Zeng,
  • Ming Zhu,
  • Tao Zhang,
  • Hao Wang,
  • Qingqing Chen,
  • Qiu Yu and
  • Linlin Xie

23 July 2023

The vertical structure of radar echo is crucial for understanding complex microphysical processes of clouds and precipitation, and for providing essential data support for the study of low-level wind shear and turbulence formation, evolution, and dis...

  • Review
  • Open Access
122 Citations
37,735 Views
30 Pages

Google Earth Engine: A Global Analysis and Future Trends

  • Andrés Velastegui-Montoya,
  • Néstor Montalván-Burbano,
  • Paúl Carrión-Mero,
  • Hugo Rivera-Torres,
  • Luís Sadeck and
  • Marcos Adami

23 July 2023

The continuous increase in the volume of geospatial data has led to the creation of storage tools and the cloud to process data. Google Earth Engine (GEE) is a cloud-based platform that facilitates geoprocessing, making it a tool of great interest to...

  • Article
  • Open Access
4 Citations
2,076 Views
17 Pages

23 July 2023

There has been a severe shortage of water resources in Central Asia and agriculture has been highly dependent on irrigation because of the scarce precipitation in the croplands. Central Asia is also experiencing climate warming in the context of glob...

  • Article
  • Open Access
22 Citations
5,013 Views
21 Pages

Precision Aquaculture Drone Mapping of the Spatial Distribution of Kappaphycus alvarezii Biomass and Carrageenan

  • Nurjannah Nurdin,
  • Evangelos Alevizos,
  • Rajuddin Syamsuddin,
  • Hasni Asis,
  • Elmi Nurhaidah Zainuddin,
  • Agus Aris,
  • Simon Oiry,
  • Guillaume Brunier,
  • Teruhisa Komatsu and
  • Laurent Barillé

23 July 2023

The aquaculture of Kappaphycus alvarezii (Kappaphycus hereafter) seaweed has rapidly expanded among coastal communities in Indonesia due to its relatively simple farming process, low capital costs and short production cycles. This species is mainly c...

  • Article
  • Open Access
19 Citations
3,377 Views
19 Pages

23 July 2023

Accurate and rapid monitoring of maize seedling growth is critical in early breeding decision making, field management, and yield improvement. However, the number and uniformity of seedlings are conventionally determined by manual evaluation, which i...

  • Article
  • Open Access
12 Citations
2,096 Views
21 Pages

23 July 2023

Interrupted-sampling repeater jamming (ISRJ) is a kind of intra-pulse coherent deception jamming that can generate false target peaks in the range profile and interfere with the detection and tracking of real targets. In this paper, an anti-ISRJ meth...

  • Article
  • Open Access
13 Citations
3,368 Views
18 Pages

Using Robust Regression to Retrieve Soil Moisture from CyGNSS Data

  • Qi Liu,
  • Shuangcheng Zhang,
  • Weiqiang Li,
  • Yang Nan,
  • Jilun Peng,
  • Zhongmin Ma and
  • Xin Zhou

23 July 2023

Accurate global soil moisture (SM) data are crucial for modeling land surface hydrological cycles and monitoring climate change. Spaceborne global navigation satellite system reflectometry (GNSS-R) has attracted extensive attention due to its unique...

  • Article
  • Open Access
1 Citations
2,109 Views
21 Pages

Bilateral Adversarial Patch Generating Network for the Object Tracking Algorithm

  • Erkenbieke Jia,
  • Yuelei Xu,
  • Zhaoxiang Zhang,
  • Chengyang Tao and
  • Tian Hui

23 July 2023

Deep learning-based algorithms for single object tracking (SOT) have shown impressive performance but remain susceptible to adversarial patch attacks. However, existing adversarial patch generation methods primarily focus on generating patches within...

  • Article
  • Open Access
13 Citations
4,161 Views
17 Pages

Magnetotelluric Deep Learning Forward Modeling and Its Application in Inversion

  • Fei Deng,
  • Jian Hu,
  • Xuben Wang,
  • Siling Yu,
  • Bohao Zhang,
  • Shuai Li and
  • Xue Li

23 July 2023

Magnetotelluric (MT) inversion and forward modeling are closely linked. The optimization and iteration processes of the inverse algorithm require frequent calls to forward modeling. However, traditional numerical simulations for forward modeling are...

  • Article
  • Open Access
3 Citations
2,213 Views
20 Pages

The Effect of Grain Size on Hyperspectral Polarization Data of Particulate Material

  • Rachel M. Golding,
  • Christopher S. Lapszynski,
  • Charles M. Bachmann and
  • Chris H. Lee

23 July 2023

Polarization provides useful quantitative information about scattering surfaces. In hyperspectral remote sensing of natural surfaces composed of granular materials, there are relatively few studies of polarization. Most earlier remote sensing studies...

  • Article
  • Open Access
2 Citations
2,052 Views
19 Pages

23 July 2023

Assessments of the water quality in coastal zones often rely on indirect indicators from contributing river inputs and the neighbouring ocean. Using a novel combination of distance accumulation cost methods and an ocean-colour product derived from SE...

  • Article
  • Open Access
9 Citations
2,826 Views
17 Pages

Revealing the Land Subsidence Deceleration in Beijing (China) by Gaofen-3 Time Series Interferometry

  • Yakun Han,
  • Tao Li,
  • Keren Dai,
  • Zhong Lu,
  • Xinzhe Yuan,
  • Xianlin Shi,
  • Chen Liu,
  • Ningling Wen and
  • Xi Zhang

22 July 2023

Revealing the land subsidence in Beijing, China, induced by the massive groundwater extraction in the past three decades, is important to mitigate the hazards and protect the residences and infrastructure. Many SAR (Synthetic Aperture Radar) datasets...

  • Article
  • Open Access
7 Citations
2,923 Views
20 Pages

22 July 2023

Spatiotemporally accurate estimates of crop traits are essential for both scientific modeling and practical decision making in sustainable agricultural management. Besides efficient and concise methods to derive these traits, site- and crop-specific...

  • Article
  • Open Access
3,069 Views
22 Pages

Computing the Radar Cross-Section of Dielectric Targets Using the Gaussian Beam Summation Method

  • Mira Kaissar Abboud,
  • Ali Khenchaf,
  • Philippe Pouliguen and
  • Thomas Bonnafont

22 July 2023

Computing the Radar Cross-Section (RCS) of a given object is a topic of major importance for many applications, e.g., target detection and stealth technology. In this context, high-frequency asymptotic methods are widely used. In this article, we der...

  • Article
  • Open Access
16 Citations
2,998 Views
17 Pages

MASA-SegNet: A Semantic Segmentation Network for PolSAR Images

  • Jun Sun,
  • Shiqi Yang,
  • Xuesong Gao,
  • Dinghua Ou,
  • Zhaonan Tian,
  • Jing Wu and
  • Mantao Wang

22 July 2023

Semantic segmentation of Polarimetric SAR (PolSAR) images is an important research topic in remote sensing. Many deep neural network-based semantic segmentation methods have been applied to PolSAR image segmentation tasks. However, a lack of effectiv...

  • Article
  • Open Access
3 Citations
2,252 Views
19 Pages

22 July 2023

High-altitude balloons carrying infrasound sensor payloads can be leveraged toward monitoring efforts to provide some advantages over other sensing modalities. On 10 July 2020, three sets of controlled surface explosions generated infrasound waves de...

  • Article
  • Open Access
13 Citations
5,615 Views
21 Pages

Nickel Grade Inversion of Lateritic Nickel Ore Using WorldView-3 Data Incorporating Geospatial Location Information: A Case Study of North Konawe, Indonesia

  • Geng Zhang,
  • Qi Chen,
  • Zhifang Zhao,
  • Xinle Zhang,
  • Jiangqin Chao,
  • Dingyi Zhou,
  • Wang Chai,
  • Haiying Yang,
  • Zhibin Lai and
  • Yangyidan He

22 July 2023

The North Konawe region in Indonesia, known for its lateritic nickel (Ni) deposits, holds significant potential for obtaining Ni resources. However, the complex topographic conditions of this area pose challenges. Exploring the application of remote...

  • Article
  • Open Access
2 Citations
2,033 Views
23 Pages

22 July 2023

This paper presents an analysis of the results determining the positions and the velocities of the 21 selected satellite laser ranging stations which performed observations from January 2008 to December 2012. This particularly interesting period of f...

  • Article
  • Open Access
9 Citations
2,680 Views
20 Pages

Blue Color Indices as a Reference for Remote Sensing of Black Sea Water

  • Evgeny Shybanov,
  • Anna Papkova,
  • Elena Korchemkina and
  • Vyacheslav Suslin

22 July 2023

In this paper, we propose to analyze the values of the “blue” color index for further use in additional atmospheric correction of Level 2 remote sensing reflectance data for the waters of the Black Sea. Regardless of seasonal phenomena, a...

  • Feature Paper
  • Article
  • Open Access
5 Citations
2,892 Views
20 Pages

Lightning Interferometry with the Long Wavelength Array

  • Michael Stock,
  • Julia Tilles,
  • Greg B. Taylor,
  • Jayce Dowell and
  • Ningyu Liu

22 July 2023

The Long Wavelength Array is a radio telescope array located at the Sevilleta National Wildlife Refuge in La Joya, New Mexico, well suited and situated for the observation of lightning. The array consists of 256 high-sensitivity dual polarization ant...

  • Article
  • Open Access
10 Citations
3,214 Views
26 Pages

Fast and Accurate Refocusing for Moving Ships in SAR Imagery Based on FrFT

  • Jin Wang,
  • Xiangguang Leng,
  • Zhongzhen Sun,
  • Xi Zhang and
  • Kefeng Ji

21 July 2023

Synthetic aperture radar (SAR) is capable of monitoring the ocean all day, regardless of weather conditions. However, moving ships exhibit azimuth defocus in SAR images, which severely hampers ship recognition performance. Ships typically move in a l...

  • Communication
  • Open Access
2,464 Views
16 Pages

21 July 2023

Wind gusts are sudden, brief increases in wind speed that have important implications for wind power generation, building design, aviation and marine safety. However, wind gusts in the Plateau and coastal plain are very different. In this paper, the...

  • Article
  • Open Access
39 Citations
4,085 Views
18 Pages

Enhancing Wheat Above-Ground Biomass Estimation Using UAV RGB Images and Machine Learning: Multi-Feature Combinations, Flight Height, and Algorithm Implications

  • Weiguang Zhai,
  • Changchun Li,
  • Qian Cheng,
  • Bohan Mao,
  • Zongpeng Li,
  • Yafeng Li,
  • Fan Ding,
  • Siqing Qin,
  • Shuaipeng Fei and
  • Zhen Chen

21 July 2023

Above-ground biomass (AGB) serves as an indicator of crop growth status, and acquiring timely AGB information is crucial for estimating crop yield and determining appropriate water and fertilizer inputs. Unmanned Aerial Vehicles (UAVs) equipped with...

  • Article
  • Open Access
8 Citations
3,230 Views
20 Pages

21 July 2023

Aiming at the problem of mutual interference between millimeter-wave frequency-modulation continuous-wave (FMCW) radars, an interference mitigation method based on outlier detection and variational mode decomposition (VMD) is proposed in this paper....

  • Article
  • Open Access
5 Citations
2,507 Views
29 Pages

Research on Dynamic Deformation Laws of Super High-Rise Buildings and Visualization Based on GB-RAR and LiDAR Technology

  • Guojian Zhang,
  • Zhiyang Wang,
  • Wengang Sang,
  • Baoxing Zhou,
  • Zhiwei Wang,
  • Guobiao Yao and
  • Jingxue Bi

21 July 2023

It is well-known that structures composed of super high-rise buildings accumulate damages gradually due to ultra-long loads, material aging, and component defects. Thus, the bearing capacity of the structures can be significantly decreased. In additi...

  • Article
  • Open Access
2 Citations
2,113 Views
20 Pages

Spectral Calibration for SO2 Cameras with Light Dilution Effect Correction

  • Kuijun Wu,
  • Jianjun Guo,
  • Zihao Zhang,
  • Huiliang Zhang,
  • Juan Li,
  • Faquan Li and
  • Weiwei He

21 July 2023

The detection ability of SO2 cameras has been improved effectively, while the calibration is still the main factor that limits their measurement accuracy. This paper presents a nonlinear calibration theory by considering the effect of light dilution...

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Remote Sens. - ISSN 2072-4292