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Remote Sensing, Volume 17, Issue 9

2025 May-1 - 175 articles

Cover Story: Accurate individual tree crown (ITC) delineation in 3D space is essential for sustainable forest management and ecosystem monitoring. However, mixed-wood forests with overlapping and variably shaped canopies pose significant challenges. This study presents a two-stage deep learning framework integrating treetop detection with 3D ITC delineation using LiDAR data. First, Mask R-CNN is applied to canopy height models to detect treetops as localized anchors. Then, a 3D U-Net predicts offset vectors from each voxelized LiDAR point to its corresponding treetop. These offsets are clustered to delineate ITC points. The approach enables robust, treetop-guided delineation in complex forest structures. View this paper
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Articles (175)

  • Article
  • Open Access
6 Citations
2,247 Views
24 Pages

7 May 2025

The increasing frequency, intensity, and duration of heatwaves and droughts pose significant societal and environmental challenges across Europe. This study analyzes land surface temperature (LST) observations from the Moderate Resolution Imaging Spe...

  • Article
  • Open Access
1 Citations
3,401 Views
17 Pages

Snow Cover Trends in the Chilean Andes Derived from 39 Years of Landsat Data and a Projection for the Year 2050

  • Andreas J. Dietz,
  • Jonas Köhler,
  • Laura Obrecht,
  • Sebastian Rößler,
  • Celia A. Baumhoer,
  • Francisco Cereceda-Balic and
  • Freddy Saavedra

7 May 2025

Snow cover is an important freshwater source in many mountain ranges around the world and is heavily affected by climate change, often leading to reduced overall snow cover availability and duration as well as shifts in seasonality. To monitor these...

  • Review
  • Open Access
3 Citations
3,167 Views
31 Pages

Passive Microwave Imagers, Their Applications, and Benefits: A Review

  • Nazak Rouzegari,
  • Mohammad Bolboli Zadeh,
  • Claudia Jimenez Arellano,
  • Vesta Afzali Gorooh,
  • Phu Nguyen,
  • Huan Meng,
  • Ralph R. Ferraro,
  • Satya Kalluri,
  • Soroosh Sorooshian and
  • Kuolin Hsu

7 May 2025

Passive Microwave Imagers (PMWIs) aboard meteorological satellites have been instrumental in advancing the understanding of Earth’s atmospheric and surface processes, providing invaluable data for weather forecasting, climate monitoring, and en...

  • Article
  • Open Access
3 Citations
1,878 Views
20 Pages

7 May 2025

Semantic segmentation of urban meshes plays an increasingly crucial role in the analysis and understanding of 3D environments. Most existing large-scale urban mesh semantic segmentation methods focus on integrating multi-scale local features but stru...

  • Article
  • Open Access
1,339 Views
25 Pages

7 May 2025

High-resolution remote sensing imagery has become the primary data source for obtaining building information. Automatically extracting regularized building outline polygon vectors is crucial for improving vector mapping efficiency and geographic info...

  • Article
  • Open Access
3 Citations
2,743 Views
21 Pages

7 May 2025

The eddy dissipation rate (EDR, or turbulence dissipation rate) is a crucial parameter in the study of the atmospheric boundary layer (ABL). However, the existing Doppler lidar-based estimates of EDR seldom offer long-term comparisons that span the e...

  • Article
  • Open Access
2 Citations
2,020 Views
31 Pages

7 May 2025

The following study presents the results obtained from a comparative analysis of dry (powder and hard snow) and wet snow based on satellite data and in situ data methods for monitoring in the high mountain belt of Bulgaria. The aim of the study is to...

  • Technical Note
  • Open Access
1 Citations
858 Views
14 Pages

7 May 2025

Beachrocks are common coastal sedimentary rocks in tropical and subtropical seas. They are widely spread especially in islands and coastal areas. These rocks are important for island geological evolution research. Research on beachrocks aids in prote...

  • Article
  • Open Access
1 Citations
1,260 Views
25 Pages

Assessing Coincidence of Satellite Acquisitions and Flood Events to Predict Suitability for Flood Map Synthesis

  • Lyle Prince,
  • Riley C. Hales,
  • Kel N. Markert,
  • E. James Nelson,
  • Gustavious P. Williams,
  • Daniel P. Ames,
  • Hyongki Lee and
  • Amirhossein Rostami

7 May 2025

Flooding is a global problem that impacts people, communities, and governments every year. A better understanding of flooding in an area can enable an improved emergency response before a flood hits. Flood maps are a crucial tool to translate what, f...

  • Article
  • Open Access
1,103 Views
28 Pages

Influences of Sampling Design and Model Selection on Predictions of Chemical Compounds in Petroferric Formations in the Brazilian Amazon

  • Niriele Bruno Rodrigues,
  • Theresa Rocco Barbosa,
  • Helena Saraiva Koenow Pinheiro,
  • Marcelo Mancini,
  • Quentin D. Read,
  • Joshua Blackstock,
  • Edwin H. Winzeler,
  • David Miller,
  • Phillip R. Owens and
  • Zamir Libohova

6 May 2025

Morro de Seis Lagos, a region in the Brazilian Amazon, contains a small (less than 1%) formation of siderite carbonatites which is considered to be one of the world’s largest niobium reserves. This highly weathered geological and pedological oc...

  • Article
  • Open Access
2 Citations
2,366 Views
41 Pages

IceBench: A Benchmark for Deep-Learning-Based Sea-Ice Type Classification

  • Samira Alkaee Taleghan,
  • Andrew P. Barrett,
  • Walter N. Meier and
  • Farnoush Banaei-Kashani

6 May 2025

Sea ice plays a critical role in the global climate system and maritime operations, making timely and accurate classification essential. However, traditional manual methods are time-consuming, costly, and have inherent biases. Automating sea-ice type...

  • Article
  • Open Access
1 Citations
1,063 Views
19 Pages

An Assembled Feature Attentive Algorithm for Automatic Detection of Waste Water Treatment Plants Based on Multiple Neural Networks

  • Cong Li,
  • Zhengchao Chen,
  • Zhuonan Huang,
  • Yue Shuai,
  • Shaohua Wang,
  • Xiangkun Qi and
  • Jiayi Zheng

6 May 2025

Wastewater treatment plants (WWTPs) play a vital role in controlling wastewater discharge and promoting recycling. Accurate WWTP identification and spatial analysis are crucial for environmental protection, urban planning, and sustainable development...

  • Article
  • Open Access
1,556 Views
23 Pages

Unveiling the Effects of Crop Rotation on Cropland Soil pH Mapping: A Remote Sensing-Based Soil Sample Grouping Strategy

  • Yuan Liu,
  • Songchao Chen,
  • Ge Shen,
  • Cheng Chen,
  • Zejiang Cai,
  • Ji Zhu,
  • Xia Zhang,
  • Guofei Shang,
  • Qingbo Zhou and
  • Wenbin Wu
  • + 2 authors

6 May 2025

Crop rotation affects soil pH by disturbing H+ production and consumption within soil–crop systems, primarily through fertilization, irrigation, cropping, and harvest. Studies have shown that crop rotation improves soil organic matter predictio...

  • Article
  • Open Access
20 Citations
5,218 Views
28 Pages

PS-YOLO: A Lighter and Faster Network for UAV Object Detection

  • Han Zhong,
  • Yan Zhang,
  • Zhiguang Shi,
  • Yu Zhang and
  • Liang Zhao

6 May 2025

The operational environment of UAVs poses unique challenges for object detection compared to conventional methods. When UAVs capture remote sensing images from elevated altitudes, objects often appear minuscule and can be easily obscured by complex b...

  • Article
  • Open Access
4 Citations
1,981 Views
26 Pages

Global Optical and SAR Image Registration Method Based on Local Distortion Division

  • Bangjie Li,
  • Dongdong Guan,
  • Yuzhen Xie,
  • Xiaolong Zheng,
  • Zhengsheng Chen,
  • Lefei Pan,
  • Weiheng Zhao and
  • Deliang Xiang

6 May 2025

Variations in terrain elevation cause images acquired under different imaging modalities to deviate from a linear mapping relationship. This effect is particularly pronounced between optical and SAR images, where the range-based imaging mechanism of...

  • Article
  • Open Access
1,882 Views
24 Pages

Mapping of Monodominant Gilbertiodendron dewevrei Forest Across the Western Congo Basin Using Sentinel-2 Imagery

  • Ellen Heimpel,
  • David J. Harris,
  • Josérald Mamboueni,
  • David Morgan,
  • Crickette Sanz and
  • Antje Ahrends

6 May 2025

Tropical rainforests are complex mosaics of different forests types, each with its own biodiversity and structure. Efforts to characterize and map diversity and composition of tropical forests are vital at both local and larger scales in order to imp...

  • Article
  • Open Access
1 Citations
1,170 Views
20 Pages

Spatiotemporal Changes in China’s Mangroves and Their Possible Impacts on Coastal Water Quality from 1998 to 2018

  • Jingwen Ren,
  • Gang Yang,
  • Weiwei Sun,
  • Ke Huang,
  • Chengqi Lu,
  • Wenrui Yu,
  • Xinyi Zhang,
  • Binjie Chen,
  • Weiwei Liu and
  • Tian Feng

6 May 2025

Mangroves serve as critical transitional ecosystems between land and sea. However, their large-scale possible impacts on coastal water quality have not been investigated. This study systematically examined the possible impacts of mangrove dynamics on...

  • Article
  • Open Access
1,767 Views
16 Pages

6 May 2025

The spatial variability of input parameters plays a crucial role in the interpretation of geomorphic indices, with digital elevation models (DEMs) being the primary data source. However, the influence of DEM resolution on these indices has rarely bee...

  • Article
  • Open Access
3 Citations
1,689 Views
28 Pages

Synergistic Semantic Segmentation and Height Estimation for Monocular Remote Sensing Images via Cross-Task Interaction

  • Xuanang Peng,
  • Shixin Wang,
  • Futao Wang,
  • Jinfeng Zhu,
  • Suju Li,
  • Longfei Liu and
  • Zhenqing Wang

5 May 2025

Semantic segmentation and height estimation in remote sensing imagery are two pivotal tasks for scene understanding, and they are highly interrelated. Although deep learning methods have achieved remarkable progress in these tasks in recent years, se...

  • Article
  • Open Access
1,026 Views
20 Pages

5 May 2025

Accurately predicting the drift trajectory of green tides is crucial for assessing potential risks and implementing effective countermeasures. This paper proposes a short-term green-tide drift prediction method that combines green-tide patch characte...

  • Article
  • Open Access
988 Views
22 Pages

5 May 2025

A novel data assimilation technique is developed to assimilate MODIS (Moderate Resolution Imaging Spectroradiometer) level two (L2) cloud products, including cloud optical thickness (COT), cloud particle effective radius (Re), cloud water path (CWP),...

  • Article
  • Open Access
2 Citations
2,287 Views
24 Pages

The Study on Landslide Hazards Based on Multi-Source Data and GMLCM Approach

  • Zhifang Zhao,
  • Zhengyu Li,
  • Penghui Lv,
  • Fei Zhao and
  • Lei Niu

5 May 2025

The southwest region of China is characterized by numerous rugged mountains and valleys, which create favorable conditions for landslide disasters. The landslide-influencing factors show different sensitivities regionally, which induces the occurrenc...

  • Article
  • Open Access
2 Citations
1,956 Views
18 Pages

Sea Breeze-Driven Variations in Planetary Boundary Layer Height over Barrow: Insights from Meteorological and Lidar Observations

  • Hui Li,
  • Wei Gong,
  • Boming Liu,
  • Yingying Ma,
  • Shikuan Jin,
  • Weiyan Wang,
  • Ruonan Fan,
  • Shuailong Jiang,
  • Yujie Wang and
  • Zhe Tong

5 May 2025

The planetary boundary layer height (PBLH) in coastal Arctic regions is influenced by sea breeze circulation. However, the specific mechanisms through which sea breeze affects PBLH evolution remain insufficiently explored. This study uses meteorologi...

  • Article
  • Open Access
2 Citations
2,512 Views
21 Pages

4 May 2025

Fine particulate matter (PM2.5) has garnered significant scientific and public health concern owing to its capacity for deep penetration into the human respiratory system, presenting significant health risks. Despite the implementation of strict envi...

  • Article
  • Open Access
1 Citations
1,407 Views
21 Pages

4 May 2025

Snow water equivalent (SWE), the amount of water generated when a snowpack melts, has been used to study the impacts of climate change on the cryosphere processes and snow cover dynamics during the winter season. In most analyses, high-temporal-resol...

  • Article
  • Open Access
1 Citations
1,213 Views
25 Pages

Research on Monitoring Oceanic Precipitable Water Vapor and Short-Term Rainfall Forecasting Using Low-Cost Global Navigation Satellite System Buoy

  • Maosheng Zhou,
  • Pengcheng Wang,
  • Zelu Ji,
  • Yunzhou Li,
  • Dingfeng Yu,
  • Zengzhou Hao,
  • Min Li and
  • Delu Pan

4 May 2025

This study utilizes a low-cost Global Navigation Satellite System (GNSS) buoy platform, combined with multi-system GNSS data, to investigate the impact of GNSS signal quality and multipath effects on the accuracy of atmospheric precipitable water vap...

  • Article
  • Open Access
1,548 Views
18 Pages

4 May 2025

This study investigates the ionospheric response over China during the geomagnetic storm that occurred on 1–2 December 2023. The data used include GPS measurements from the Crustal Movement Observation Network of China, BDS-GEO satellite data f...

  • Article
  • Open Access
3 Citations
1,245 Views
19 Pages

Study on Class Imbalance in Land Use Classification for Soil Erosion in Dry–Hot Valley Regions

  • Yuzhuang Deng,
  • Guokun Chen,
  • Bohui Tang,
  • Xingwu Duan,
  • Lijun Zuo and
  • Haijuan Zhao

4 May 2025

The inherent spatial heterogeneity of land types often leads to a class imbalance in remote sensing-based classification, reducing the accuracy of minority class detection. Consequently, current land use datasets are often inadequate for the specific...

  • Article
  • Open Access
2,755 Views
28 Pages

3 May 2025

Deep convective clouds, such as towering cumulus and Cumulonimbus, can endanger lives and property, also being a major hazard to aviation. This study presents the convective index (IndexCON) used operationally at the Portuguese Meteorological Watch O...

  • Article
  • Open Access
1 Citations
1,804 Views
23 Pages

One-Dimensional Convolutional Neural Network for Automated Kimchi Cabbage Downy Mildew Detection Using Aerial Hyperspectral Images

  • Yang Lyu,
  • Lukas Wiku Kuswidiyanto,
  • Pingan Wang,
  • Hyun-Ho Noh,
  • Hee-Young Jung and
  • Xiongzhe Han

3 May 2025

Downy mildew poses a significant threat to kimchi cabbage, a vital agricultural product in Korea, adversely affecting its yield and quality. Traditional disease detection methods based on visual inspection are labor intensive and time consuming. This...

  • Article
  • Open Access
1 Citations
851 Views
21 Pages

Specific Responses to Environmental Factors Cause Discrepancy in the Link Between Solar-Induced Chlorophyll Fluorescence and Transpiration in Three Plantations

  • Meijun Hu,
  • Shoujia Sun,
  • Xiangfen Cheng,
  • Qingmei Pan,
  • Jinsong Zhang,
  • Xin Wang,
  • Chongfan Guan,
  • Zhipeng Li and
  • Xiang Gao

3 May 2025

Vegetation transpiration (Tr) is crucial for the water cycle, regional water balance, and plant growth but remains challenging to estimate at large scales. Sun-induced chlorophyll fluorescence (SIF) provides a novel method for estimating Tr, but its...

  • Article
  • Open Access
1 Citations
1,734 Views
23 Pages

3 May 2025

Most graph-based networks utilize superpixel generation methods as a preprocessing step, considering superpixels as graph nodes. In the case of hyperspectral images having high variability in spectral features, considering an image region as a graph...

  • Article
  • Open Access
2 Citations
1,289 Views
19 Pages

3 May 2025

In the context of global climate change, the sensitivity of ecosystem services (ESs) and their relationships to aridity are increasing, and the areas affected by aridity continue to expand. Previous research has largely focused on ES changes in arid...

  • Article
  • Open Access
1,098 Views
29 Pages

SFRADNet: Object Detection Network with Angle Fine-Tuning Under Feature Matching

  • Keliang Liu,
  • Yantao Xi,
  • Donglin Jing,
  • Xue Zhang and
  • Mingfei Xu

2 May 2025

Due to the distant acquisition and bird’s-eye perspective of remote sensing images, ground objects are distributed in arbitrary scales and multiple orientations. Existing detectors often utilize feature pyramid networks (FPN) and deformable (or...

  • Article
  • Open Access
1,453 Views
29 Pages

2 May 2025

Lake Kasumigaura, one of Japan’s largest lakes, presents significant challenges for remote sensing due to its eutrophic conditions and complex optical properties. Although the Global Change Observation Mission-Climate (GCOM-C)/Second-generation...

  • Article
  • Open Access
5 Citations
1,842 Views
19 Pages

Explainability Feature Bands Adaptive Selection for Hyperspectral Image Classification

  • Jirui Liu,
  • Jinhui Lan,
  • Yiliang Zeng,
  • Wei Luo,
  • Zhixuan Zhuang and
  • Jinlin Zou

2 May 2025

Hyperspectral remote sensing images are widely used in resource exploration, urban planning, natural disaster assessment, and feature classification. Aiming at the problems of poor interpretability of feature classification algorithms for hyperspectr...

  • Article
  • Open Access
3 Citations
1,556 Views
26 Pages

2 May 2025

The scientific development and utilization of cultivated land reserve resource areas is an important basis for realizing national food security and regional ecological protection. This paper focuses on land use optimization simulations to explore the...

  • Article
  • Open Access
3 Citations
1,644 Views
19 Pages

Modeling Dynamics of Water Balance for Lakes in the Northwest Tibetan Plateau with Satellite-Based Observations

  • Jiaheng Yan,
  • Yanhong Wu,
  • Yongkang Ren,
  • Siqi Zheng,
  • Hao Chen and
  • Xuankai Teng

2 May 2025

The hydrological cycle in the Tibetan Plateau is experiencing notable changes in recent decades under a changing climate. The hydrological changes, however, are not well investigated due to the limitations in the availability of ground-based observat...

  • Article
  • Open Access
1 Citations
2,160 Views
20 Pages

A High Resolution Spatially Consistent Global Dataset for CO2 Monitoring

  • Andrianirina Rakotoharisoa,
  • Simone Cenci and
  • Rossella Arcucci

2 May 2025

Climate change poses a global threat, affecting both biodiversity and human populations. To implement efficient mitigating strategies, the consistency and accuracy of our monitoring of greenhouse gases at the local level must be improved. We can achi...

  • Article
  • Open Access
2 Citations
1,243 Views
23 Pages

2 May 2025

In this paper, a wind retrieval method based on genetic algorithm-particle swarm optimization (GA-PSO) for the coherent Doppler wind lidar (CDWL) is proposed. The algorithm incorporates an advanced optimization framework that considers wind field spa...

  • Article
  • Open Access
5 Citations
2,720 Views
41 Pages

Production and Analysis of a Landslide Susceptibility Map Covering Entire China

  • Guo Zhang,
  • Yutao Liu,
  • Zhenwei Chen,
  • Zixing Xu,
  • Yuan Yuan,
  • Shunyao Wang,
  • Weiqi Lian,
  • Hang Xu,
  • Zan Ding and
  • Run Wang

1 May 2025

China, with its complex geology and diverse climate, is highly prone to landslides, endangering public safety and infrastructure. To address disaster prevention needs, this study comprehensively assesses national landslide susceptibility. We divided...

  • Article
  • Open Access
1 Citations
1,145 Views
21 Pages

1 May 2025

Influenced by a warm and humid climate, the permafrost on the Qinghai–Tibet Plateau is undergoing significant degradation, leading to the occurrence of extensive thermokarst landforms. Among the most typical landforms in permafrost areas is tha...

  • Article
  • Open Access
1,053 Views
27 Pages

1 May 2025

The Dead Sea is one of the most saline terminal lakes on Earth, and few organisms survive in this harsh environment. In some onshore spring pools, active and diverse microbial communities flourish. In the geological past, microbial-rich environments...

  • Article
  • Open Access
24 Citations
1,988 Views
19 Pages

Oriented SAR Ship Detection Based on Edge Deformable Convolution and Point Set Representation

  • Tianyue Guan,
  • Sheng Chang,
  • Yunkai Deng,
  • Fengli Xue,
  • Chunle Wang and
  • Xiaoxue Jia

1 May 2025

Ship detection in synthetic aperture radar (SAR) images holds significant importance for both military and civilian applications, including maritime traffic supervision, marine search and rescue operations, and emergency response initiatives. Althoug...

  • Article
  • Open Access
2 Citations
1,922 Views
29 Pages

1 May 2025

China’s croplands are facing serious threats from soil erosion, calling for long-term and spatially explicit assessment to safeguard food security and promote sustainable land use management. Yet limited attention has been directed to examining...

  • Article
  • Open Access
2 Citations
2,092 Views
27 Pages

Accurate Mapping of Downed Deadwood in a Dense Deciduous Forest Using UAV-SfM Data and Deep Learning

  • Steffen Dietenberger,
  • Marlin M. Mueller,
  • Boris Stöcker,
  • Clémence Dubois,
  • Hanna Arlaud,
  • Markus Adam,
  • Sören Hese,
  • Hanna Meyer and
  • Christian Thiel

1 May 2025

Deadwood is a vital component of forest ecosystems, significantly contributing to biodiversity and carbon storage. Accurate mapping of deadwood is essential for ecological monitoring and sustainable forest management. This study introduces a method f...

  • Article
  • Open Access
2 Citations
1,873 Views
21 Pages

Supervised Semantic Segmentation of Urban Area Using SAR

  • Joanna Pluto-Kossakowska and
  • Sandhi Wangiyana

1 May 2025

Cyclical analyses of dynamic changes in urban areas are critical and necessary for policymakers and societies. Remote sensing data processing methods are currently in place to determine the distribution of built-up and sealed areas on global and cont...

  • Article
  • Open Access
2 Citations
2,744 Views
23 Pages

1 May 2025

Novel view synthesis of remote sensing scenes from satellite images is a meaningful but challenging task. Due to the wide temporal span of image acquisition, satellite image collections often exhibit significant appearance variations, such as seasona...

  • Article
  • Open Access
9 Citations
4,491 Views
28 Pages

1 May 2025

Landslide susceptibility mapping is a crucial tool for landslide disaster risk management. However, the spatial heterogeneity of landslide conditioning factors affects the accuracy of predictions. This study proposes a novel method combining GeoDetec...

  • Article
  • Open Access
1 Citations
806 Views
19 Pages

A Multi-Objective Gray Consistency Correction Method for Mosaicking Regional SAR Intensity Images with Brightness Anomalies

  • Jiaying Wang,
  • Xin Shen,
  • Deren Li,
  • Litao Li,
  • Yonghua Jiang,
  • Jun Pan,
  • Zezhong Lu and
  • Wei Yao

1 May 2025

In the process of mosaicking regional synthetic aperture radar (SAR) intensity images, multiple images with significant brightness anomalies can cause a considerable number of pixels to exceed the grayscale quantization range. Applying traditional co...

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Remote Sens. - ISSN 2072-4292