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Remote Sensing, Volume 17, Issue 21

2025 November-1 - 153 articles

Cover Story: With the launch of NASA’s EMIT imaging spectrometer in 2022, comparative spectroscopic characterization of built environments using atmospherically corrected imagery became feasible.  Imaging visible through shortwave infrared (VSWIR ~380 to 2500 nm) radiance at ~50 m spatial resolution allows EMIT to resolve narrow-band absorption features, not possible with broadband multispectral sensors. Spectroscopic characterization quantifies the spectral dimensionality and topology of the spectral feature space, revealing spectral endmembers and mixing continua within it. Combining linear and nonlinear dimensionality reduction facilitates visualization of low-dimensional projections of the higher-dimensional mixing space. This informs the development of both continuous physical and discrete thematic models of natural and anthropogenic land cover. View this paper
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Articles (153)

  • Article
  • Open Access
997 Views
16 Pages

Mapping Green Roofs on Buildings Using Vegetation Indices and Deep Learning Techniques

  • Ana Paula Falcão,
  • Joana Pernes,
  • Vasco Miranda and
  • Cristina Matos Silva

6 November 2025

The identification of strategies to mitigate climate change and address urban challenges is nowadays a priority for urban planners. The installation of green roofs (GR), as a natural-based solution, is widely promoted. Despite this recognition, most...

  • Article
  • Open Access
635 Views
18 Pages

6 November 2025

Remote sensing of tidal flats and their dynamic changes is essential for understanding and conserving intertidal ecosystems. As a highly dynamic land cover type influenced by tidal variations, tidal flats present challenges for consistent long-term m...

  • Article
  • Open Access
1 Citations
955 Views
19 Pages

6 November 2025

Inverse Synthetic Aperture Radar (ISAR) plays a vital role in the high-resolution imaging of marine targets, particularly under non-cooperative scenarios. However, resolution degradation due to limited observation angles and marine clutter such as wa...

  • Article
  • Open Access
937 Views
30 Pages

6 November 2025

Maize (Zea mays L.) silage’s forage quality significantly impacts dairy animal performance and the profitability of the livestock industry. Recently, using uncrewed aerial vehicles (UAVs) equipped with advanced sensors has become a research fro...

  • Article
  • Open Access
937 Views
25 Pages

A Multi-Scale Windowed Spatial and Channel Attention Network for High-Fidelity Remote Sensing Image Super-Resolution

  • Xiao Xiao,
  • Xufeng Xiang,
  • Jianqiang Wang,
  • Liwen Wang,
  • Xingzhi Gao,
  • Yang Chen,
  • Jun Liu,
  • Peng He,
  • Junhui Han and
  • Zhiqiang Li

6 November 2025

Remote sensing image super-resolution (SR) plays a crucial role in enhancing the quality and resolution of satellite and aerial imagery, which is essential for various applications, including environmental monitoring and urban planning. While recent...

  • Review
  • Open Access
1 Citations
1,851 Views
33 Pages

6 November 2025

Methane emissions from coal mines, especially surface operations, are spatially diffuse, presenting significant challenges for accurate quantification. Satellites such as TROPOMI, GHGSat, PRISMA, GaoFen-5, and GOSAT have been extensively used for det...

  • Article
  • Open Access
1,476 Views
24 Pages

Satellite-Based Machine Learning for Soil Moisture Prediction and Land Conservation Practice Assessment in West African Drylands

  • Meron Lakew Tefera,
  • Ethiopia B. Zeleke,
  • Mario Pirastru,
  • Assefa M. Melesse,
  • Giovanna Seddaiu and
  • Hassan Awada

5 November 2025

In semiarid, fragmented landscapes where data scarcity challenges effective land management, accurate soil moisture monitoring is critical. This study presents a high-resolution analysis that integrates remote sensing, in situ data, and machine learn...

  • Article
  • Open Access
771 Views
22 Pages

Individual Planted Tree Seedling Detection from UAV Multimodal Data with the Alternate Scanning Fusion Method

  • Taoming Qi,
  • Yaokai Liu,
  • Junxiang Tan,
  • Pengyu Yin,
  • Changping Huang,
  • Zengguang Zhou and
  • Ziyang Li

5 November 2025

Detection of planted tree seedlings at the individual level is crucial for monitoring forest ecosystems and supporting silvicultural management. The combination of deep learning (DL) object detection algorithms and remote sensing (RS) data from unman...

  • Article
  • Open Access
660 Views
29 Pages

5 November 2025

In the semi-desert aeolian sand areas of Northern China, surface deformation monitoring with SAR is challenged by loss of coherence due to mobile dunes, seasonal vegetation changes, and large-gradient, nonlinear subsidence from underground mining. Th...

  • Article
  • Open Access
882 Views
26 Pages

5 November 2025

Drought represents one of the most critical environmental hazards in arid and semi-arid regions, exerting profound impacts on ecological security and sustainable development. Nevertheless, many existing drought indices exhibit delayed responses to pr...

  • Article
  • Open Access
772 Views
26 Pages

Evaluating the German Ground Motion Service for Operational Dam Monitoring: A Comparison of InSAR Data with In Situ Measurements

  • Jannik Jänichen,
  • Jonas Ziemer,
  • Carolin Wicker,
  • Katja Last,
  • Christiane Schmullius,
  • Andre Cahyadi Kalia,
  • Thomas Lege and
  • Clémence Dubois

5 November 2025

This study evaluates the applicability of Sentinel-1 Persistent Scatterer Interferometry (PSI) data from the Ground Motion Service Germany (BBD) for monitoring dams by comparing it with terrestrial measurements at dams of the Ruhrverband in North Rhi...

  • Article
  • Open Access
850 Views
34 Pages

5 November 2025

Labeling ice cracks in Antarctic near-shore sea ice aerial orthophotos is critical for sea ice cargo route development; rapid, accurate identification and labeling of cracks in UAV imagery aids safe goods transfer between icebreakers and expedition s...

  • Article
  • Open Access
1 Citations
770 Views
25 Pages

5 November 2025

Island building change detection is a critical technology for environmental monitoring, disaster early warning, and urban planning, playing a key role in dynamic resource management and sustainable development of islands. However, the imbalanced dist...

  • Article
  • Open Access
1,540 Views
21 Pages

Enhanced Amazon Wetland Map with Multi-Source Remote Sensing Data

  • Carlos M. Souza,
  • Bruno G. Ferreira,
  • Ives Medeiros Brandão,
  • Sandra Rios,
  • John Aguilar-Brand,
  • Juliano Schirmbeck,
  • Emanuel Valero,
  • Miguel A. Restrepo-Galvis,
  • Eva Mollinedo-Veneros and
  • Helga C. Wiederhecker
  • + 11 authors

5 November 2025

The Amazon wetlands are the largest and most diverse freshwater ecosystem globally, characterized by various flooded vegetation and the Amazon River’s estuary. This critical ecosystem is vulnerable to land use changes, dam construction, mining,...

  • Article
  • Open Access
634 Views
20 Pages

PhixCam: A Tool to Georeference Images Captured by Visible Cameras with Applications for Volcano Monitoring

  • Alvaro Aravena,
  • Gabriela Pedreros,
  • Francisco Bucchi,
  • Miguel Gutiérrez-Riquelme and
  • Raffaello Cioni

5 November 2025

Visible cameras are widely adopted low-cost instruments for volcano monitoring. Images can be used to characterize volcanic activity of variable intensity and style and to estimate key eruption source parameters that are essential for assessing volca...

  • Article
  • Open Access
1 Citations
699 Views
23 Pages

5 November 2025

Spectral mixing space characterization is especially important for studies of built environments because of the range of materials around which humans establish residence. With the launch of NASA’s EMIT imaging spectrometer in 2022, spectroscop...

  • Article
  • Open Access
1,207 Views
23 Pages

Monitoring Maize Yield Variability over Space and Time with Unsupervised Satellite Imagery Features

  • Cullen Molitor,
  • Juliet Cohen,
  • Grace Lewin,
  • Steven Cognac,
  • Protensia Hadunka,
  • Jonathan Proctor and
  • Tamma Carleton

4 November 2025

Recent innovations in task-agnostic imagery featurization have lowered the computational costs of using machine learning to predict ground conditions from satellite imagery. These methods hold particular promise for the development of imagery-based m...

  • Article
  • Open Access
1 Citations
1,041 Views
27 Pages

4 November 2025

Accurate and detailed mapping of coastal wetlands is essential for effective wetland resource management. However, due to periodic tidal inundation, frequent cloud cover, and spectral similarity of land cover types, reliable coastal wetland classific...

  • Article
  • Open Access
815 Views
31 Pages

4 November 2025

Landslide susceptibility mapping (LSM) is an effective means of assessing landslide risk and has been widely applied. However, current landslide susceptibility assessment studies have not fully considered the spatial heterogeneity characteristics bet...

  • Article
  • Open Access
815 Views
36 Pages

Remote Sensing Monitoring of Phragmites Treatment and Fish Habitat Restoration in Long Point, Lake Erie, Canada

  • Zhaohua Chen,
  • Yongjun He,
  • Matthew Roffey,
  • Heather Braun,
  • Madeline Sutton,
  • Jason Duffe and
  • Jon Pasher

4 November 2025

The invasive expansion of Phragmites australis in coastal wetlands, including the Long Point wetland complex in Ontario, has led to significant declines in plant and wildlife diversity, impacting ecosystem functions. Despite ongoing management effort...

  • Article
  • Open Access
2 Citations
3,519 Views
26 Pages

Infrared-Visible Image Fusion Meets Object Detection: Towards Unified Optimization for Multimodal Perception

  • Xiantai Xiang,
  • Guangyao Zhou,
  • Ben Niu,
  • Zongxu Pan,
  • Lijia Huang,
  • Wenshuai Li,
  • Zixiao Wen,
  • Jiamin Qi and
  • Wanxin Gao

4 November 2025

Infrared-visible image fusion and object detection are crucial components in remote sensing applications, each offering unique advantages. Recent research has increasingly sought to combine these tasks to enhance object detection performance. However...

  • Article
  • Open Access
802 Views
22 Pages

Comparison of a Semiempirical Algorithm and an Artificial Neural Network for Soil Moisture Retrieval Using CYGNSS Reflectometry Data

  • Hamed Izadgoshasb,
  • Emanuele Santi,
  • Flavio Cordari,
  • Leila Guerriero,
  • Leonardo Chiavini,
  • Veronica Ambrogioni and
  • Nazzareno Pierdicca

3 November 2025

This research, carried out within the framework of the European Space Agency’s second Scout mission (HydroGNSS), seeks to utilize CYGNSS Level 1B products over land for soil moisture estimation. The approach involves a novel physically based al...

  • Article
  • Open Access
1,138 Views
26 Pages

Onboard Hyperspectral Super-Resolution with Deep Pushbroom Neural Network

  • Davide Piccinini,
  • Diego Valsesia and
  • Enrico Magli

3 November 2025

Hyperspectral imagers on satellites obtain the fine spectral signatures that are essential in distinguishing one material from another but at the expense of a limited spatial resolution. Enhancing the latter is thus a desirable preprocessing step in...

  • Article
  • Open Access
1,302 Views
29 Pages

Analysis of the Current Situation of CO2 Satellite Observation

  • Yuanbo Li,
  • Kun Wu,
  • Yuk Ling Yung,
  • Xiaomeng Wang and
  • Jixun Han

3 November 2025

Accurate quantification of carbon dioxide (CO2) sources and sinks is becoming a key aspect in recent carbon flux research; yet our understanding of satellite performance on regional scales remains insufficient. In this work, the column-averaged dry-a...

  • Article
  • Open Access
639 Views
20 Pages

Spatiotemporal Dynamics of NEP and Its Influencing Factors: Exploring the Impact Mechanisms Under Extreme Climate Conditions

  • Li Wang,
  • Wei Chen,
  • Wanjuan Song,
  • Ni Huang,
  • Yuelin Zhang,
  • Guoxu Li,
  • Xin Zhang,
  • Yu Peng and
  • Zheng Niu

3 November 2025

Current research on net ecosystem productivity (NEP) still lacks sufficient attention to the impacts of extreme climate events, particularly in understanding the interactive response mechanisms of carbon sinks under extreme climate conditions. This s...

  • Article
  • Open Access
1,570 Views
20 Pages

Integrated Surveying for Architectural Heritage Documentation in Iraq: From LiDAR Scanner to GIS Applications

  • Gehan Selim,
  • Nabil Bachagha,
  • Dhirgham Alobaydi,
  • Sabeeh Lafta Farhan and
  • Aussama Tarabeih

3 November 2025

In recent years, remote sensing technologies have become indispensable for the documentation, analysis, and virtual preservation of historical, architectural, and archaeological heritage. Advances in 3D scanning have enabled the precise digital recor...

  • Article
  • Open Access
1 Citations
1,635 Views
21 Pages

Low-Frequency Ground Penetrating Radar for Active Fault Characterization: Insights from the Southern Apennines (Italy)

  • Nicola Angelo Famiglietti,
  • Gaetano Memmolo,
  • Antonino Memmolo,
  • Robert Migliazza,
  • Nicola Gagliarde,
  • Daniela Di Bucci,
  • Daniele Cheloni,
  • Annamaria Vicari and
  • Bruno Massa

3 November 2025

Ground Penetrating Radar (GPR) is a powerful tool for imaging shallow stratigraphic and structural features. This study shows that it is particularly effective also in detecting near-surface evidence of active faulting. In the Southern Apennines (Ita...

  • Article
  • Open Access
730 Views
20 Pages

Integrating Remotely Sensed Thermal Observations for Calibration of Process-Based Land-Surface Models: Accuracy, Revisit Windows, and Implications in a Dryland Ecosystem

  • Arnau Riba,
  • Monica Garcia,
  • Ana M. Tarquís,
  • Francisco Domingo,
  • Michal Antala,
  • Sijia Feng,
  • Jun Liu,
  • Mark S. Johnson,
  • Yeonuk Kim and
  • Sheng Wang

3 November 2025

Understanding land surface fluxes is essential for sustaining dryland ecosystem functioning and services. However, the scarcity of in situ measurements poses a significant challenge to dryland monitoring. Satellite optical and thermal remote sensing...

  • Article
  • Open Access
1,014 Views
23 Pages

Assessing Subsidence in Remote Reclaimed Islands by Integrating PPP, Leveling, and InSAR

  • Deming Ma,
  • Yonggang Jia,
  • Baoquan Cheng,
  • Yabin Wang and
  • Menghao Li

2 November 2025

To address the urgent need for safety maintenance of remote reclaimed islands, we propose a novel monitoring framework integrating PPP, leveling, and InSAR technologies to comprehensively capture slow surface deformations across point, line, and area...

  • Article
  • Open Access
1,016 Views
22 Pages

Integrated Rainfall Estimation Using Rain Gauges and Weather Radar: Implications for Rainfall-Induced Landslides

  • Michele De Biase,
  • Valeria Lupiano,
  • Francesco Chiaravalloti,
  • Giulio Iovine,
  • Marina Muto,
  • Oreste Terranova,
  • Vincenzo Tripodi and
  • Luca Pisano

2 November 2025

The availability of reliable and spatially distributed rainfall data is a key element flood and landslide risk assessment, both for forecasting and post-event analysis. In this context, this study evaluates the contribution of radar-based rainfall es...

  • Article
  • Open Access
485 Views
25 Pages

2 November 2025

Cryosat-2 SARin altimetric FBR data facilitates an opportunity to investigate phase differences between inland water radar reflections at the two antennae. With the antennae positioned cross-track, SARin was designed for the recovery of slope over ic...

  • Article
  • Open Access
786 Views
21 Pages

Machine Learning-Based Sea Surface Wind Speed Retrieval from Dual-Polarized Sentinel-1 SAR During Tropical Cyclones

  • Peng Yu,
  • Yanyan Lin,
  • Yunxuan Zhou,
  • Lingling Suo,
  • Sihan Xue and
  • Xiaojing Zhong

2 November 2025

Spaceborne Synthetic Aperture Radar (SAR) can be applied for monitoring tropical cyclones (TCs), but co-polarized C-band SAR suffers from signal saturation such that it is improper for high wind-speed conditions. In contrast, cross-polarized SAR data...

  • Article
  • Open Access
980 Views
24 Pages

1 November 2025

Acquiring high-resolution digital elevation models (DEMs) over across extensive regions remains challenging due to high costs and insufficient detail, creating demand for super-resolution (SR) techniques. However, existing DEM SR methods still rely o...

  • Article
  • Open Access
868 Views
22 Pages

The Global Spatial Pattern of Aerosol Optical, Microphysical and Chemical Properties Derived from AERONET Observations

  • Ying Zhang,
  • Qiyu Wang,
  • Zhuolin Yang,
  • Chaoyu Yan,
  • Tong Hu,
  • Yisong Xie,
  • Yu Chen and
  • Hua Xu

1 November 2025

This study, based on global AERONET observation data from 2023, employs a synergistic inversion algorithm that integrates aerosol optical, microphysical, and chemical properties to retrieve the global distribution of aerosol parameters. We find that...

  • Article
  • Open Access
1,879 Views
34 Pages

31 October 2025

Accurate, scalable mapping of coral reef habitats is essential for monitoring ecosystem health and detecting change over time. In this study, we introduce a novel mathematically based nonlinear spectral unmixing method for benthic habitat classificat...

  • Article
  • Open Access
715 Views
28 Pages

CResDAE: A Deep Autoencoder with Attention Mechanism for Hyperspectral Unmixing

  • Chong Zhao,
  • Jinlin Wang,
  • Qingqing Qiao,
  • Kefa Zhou,
  • Jiantao Bi,
  • Qing Zhang,
  • Wei Wang,
  • Dong Li,
  • Tao Liao and
  • Guangjun Qu
  • + 2 authors

31 October 2025

Hyperspectral unmixing aims to extract pure spectral signatures (endmembers) and estimate their corresponding abundance fractions from mixed pixels, enabling quantitative analysis of surface material composition. However, in geological mineral explor...

  • Article
  • Open Access
686 Views
23 Pages

31 October 2025

Satellite-derived bathymetry (SDB) using Ice, Cloud, and Land Elevation satellite-2 (ICESat-2) LiDAR data and remote sensing images faces challenges in the difficulty of uniform coverage of the inversion area by the bathymetric control points due to...

  • Article
  • Open Access
797 Views
24 Pages

31 October 2025

Forest height is a key structural parameter for evaluating ecological functions, biodiversity, and carbon dynamics. While LiDAR and Synthetic Aperture Radar (SAR) provide vertical structure information, their large-scale use is restricted by sparse s...

  • Review
  • Open Access
1,278 Views
28 Pages

31 October 2025

Quantitative precipitation estimation (QPE) is one of the primary applications of weather radar. Over the last several decades, dual-polarization radars have significantly improved QPE accuracy by providing additional observational variables that off...

  • Article
  • Open Access
1,015 Views
23 Pages

31 October 2025

Operationalizing Earth Observation (EO)-based Machine Learning (ML) algorithms (or GeoML) for ingestion in environmental Digital Twins remains a challenging task due to the complexities associated with balancing real-time inference with cost, data, a...

  • Review
  • Open Access
1,492 Views
29 Pages

RTM Surrogate Modeling in Optical Remote Sensing: A Review of Emulation for Vegetation and Atmosphere Applications

  • Jochem Verrelst,
  • Miguel Morata,
  • José Luis García-Soria,
  • Yilin Sun,
  • Jianbo Qi and
  • Juan Pablo Rivera-Caicedo

31 October 2025

Radiative transfer models (RTMs) are foundational to optical remote sensing for simulating vegetation and atmospheric properties. However, their significant computational cost, especially for 3D RTMs and large-scale applications, severely limits thei...

  • Article
  • Open Access
950 Views
29 Pages

31 October 2025

The monitoring of turbidity in estuarine environments is a challenging essential task for managing water quality and ecosystem health. This study focuses on the lower reaches of the River Mersey, Liverpool. Harmonized Sentinel-2 MSI Level-2A imagery...

  • Article
  • Open Access
612 Views
24 Pages

31 October 2025

The concentrations of atmospheric particulate matter (PM10 and PM2.5) significantly impact global environment, human health, and climate change. This study developed a particulate matter concentration retrieval method based on multi-source data, prop...

  • Article
  • Open Access
624 Views
25 Pages

Bidirectional Reflectance Sensitivity to Hemispherical Samplings: Implications for Snow Surface BRDF and Albedo Retrieval

  • Jing Guo,
  • Ziti Jiao,
  • Anxin Ding,
  • Zhilong Li,
  • Chenxia Wang,
  • Fangwen Yang,
  • Ge Gao,
  • Zheyou Tan,
  • Sizhe Chen and
  • Xin Dong

31 October 2025

Multi-angular remote sensing plays a critical role in the study domains of ecological monitoring, climate change, and energy balance. The successful retrieval of the surface Bidirectional Reflectance Distribution Function (BRDF) and albedo from multi...

  • Article
  • Open Access
510 Views
29 Pages

Noise Reduction for the Future ODYSEA Mission: A UNet Approach to Enhance Ocean Current Measurements

  • Anaëlle Tréboutte,
  • Cécile Anadon,
  • Marie-Isabelle Pujol,
  • Renaud Binet,
  • Gérald Dibarboure,
  • Clément Ubelmann and
  • Lucile Gaultier

31 October 2025

The ODYSEA (Ocean DYnamics and Surface Exchange with the Atmosphere) mission will provide simultaneous two-dimensional measurements of currents and winds for the first time. According to the ODYSEA radar concept, with a high incidence angle, current...

  • Technical Note
  • Open Access
694 Views
19 Pages

31 October 2025

LuTan-1 (LT-1) is China’s first L-band differential interferometric synthetic aperture radar system, comprising two multi-polarization SAR satellites, LT-1A and LT-1B. The satellite uses differential deformation measurement and interferometric...

  • Article
  • Open Access
1 Citations
958 Views
23 Pages

Performance Assessment of IMERG V07 Versus V06 for Precipitation Estimation in the Parnaíba River Basin

  • Flávia Ferreira Batista,
  • Daniele Tôrres Rodrigues,
  • Cláudio Moises Santos e Silva,
  • Lara de Melo Barbosa Andrade,
  • Pedro Rodrigues Mutti,
  • Miguel Potes and
  • Maria João Costa

31 October 2025

Accurate satellite-based precipitation estimates are crucial for climate studies and water resource management, particularly in regions with sparse meteorological station coverage. This study evaluates the improvements of the Integrated Multi-satelli...

  • Article
  • Open Access
794 Views
23 Pages

A 3D Reconstruction Technique for UAV SAR Under Horizontal-Cross Configurations

  • Junhao He,
  • Dong Feng,
  • Chongyi Fan,
  • Beizhen Bi,
  • Fengzhuo Huang,
  • Shuang Yue,
  • Zhuo Xu and
  • Xiaotao Huang

31 October 2025

Synthetic Aperture Radar (SAR) three-dimensional (3D) imaging has considerable potential in disaster monitoring and topographic mapping. Conventional 3D SAR imaging techniques for unmanned aerial vehicle (UAV) formations require rigorously regulated...

  • Article
  • Open Access
1,725 Views
22 Pages

Seagrass Mapping in Cyprus Using Earth Observation Advances

  • Despoina Makri,
  • Spyridon Christofilakos,
  • Dimitris Poursanidis,
  • Dimosthenis Traganos,
  • Christodoulos Mettas,
  • Neophytos Stylianou and
  • Diofantos Hadjimitsis

31 October 2025

Seagrass meadows are vital for biodiversity and provide a plethora of ecosystem services, but significant losses due to human activity and climate change have been observed in recent decades. This study aims to evaluate whether the integration of Sen...

  • Article
  • Open Access
663 Views
22 Pages

Optical Properties and Radiative Forcing Estimations of High-Altitude Aerosol Transport During Saharan Dust Events Based on Laser Remote Sensing Techniques (CLIMPACT Campaign 2021, Greece)

  • Alexandros Papayannis,
  • Ourania Soupiona,
  • Marilena Gidarakou,
  • Christina-Anna Papanikolaou,
  • Dimitra Anagnou,
  • Romanos Foskinis,
  • Maria Mylonaki,
  • Krystallia Mandelia and
  • Stavros Solomos

31 October 2025

We present two case studies of tropospheric aerosol transport observed over the high-altitude Helmos observatory (1800–2300 m a.s.l.) in Greece during September 2021. Two cases were linked to Saharan dust intrusions, of which one was additional...

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Remote Sens. - ISSN 2072-4292