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Remote Sensing, Volume 17, Issue 14

2025 July-2 - 205 articles

Cover Story: This study presents a quality assessment framework to address precipitation-induced effects in dual-polarization SAR data, utilizing the Normalized Polarimetric Radar Vegetation Index (NPRVI). By incorporating both in situ and GPM precipitation data within a 6-hour window prior to satellite overpass, the method identifies and adjusts precipitation-affected observations through interpolation. The corrected NPRVI time series show improved temporal consistency and stronger alignment with optical vegetation indices, particularly during periods of saturation or limited variability. Although demonstrated using Sentinel-1 over crop fields, the framework is extendable to other radar parameters and frequencies, supporting enhanced integration of radar and optical datasets for agricultural and vegetation monitoring under the influence of precipitation. View this paper
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Articles (205)

  • Article
  • Open Access
1 Citations
1,840 Views
24 Pages

21 July 2025

Although measurements of urban shrinkage in China have received much attention, most have relied on statistical yearbook data based on political–administrative city boundaries, and remote-sensing-based quantification is mainly one-dimensional....

(This article belongs to the Special Issue Application of Nighttime Remote Sensing in Achieving the Sustainable Development Goals)
  • Article
  • Open Access
8 Citations
4,764 Views
22 Pages

Comparison of NeRF- and SfM-Based Methods for Point Cloud Reconstruction for Small-Sized Archaeological Artifacts

  • Miguel Ángel Maté-González,
  • Roy Yali,
  • Jesús Rodríguez-Hernández,
  • Enrique González-González and
  • Julián Aguirre de Mata

21 July 2025

This study presents a critical evaluation of image-based 3D reconstruction techniques for small archaeological artifacts, focusing on a quantitative comparison between Neural Radiance Fields (NeRF), its recent Gaussian Splatting (GS) variant, and tra...

(This article belongs to the Section Urban Remote Sensing)
  • Technical Note
  • Open Access
3 Citations
1,781 Views
17 Pages

Contributions of Dust and Non-Dust Weather to Dust Emissions: A Case Study from the Central Taklimakan Desert

  • Xinghua Yang,
  • Mingjie Ma,
  • Chenglong Zhou,
  • Fan Yang,
  • Wen Huo,
  • Ali Mamtimin,
  • Qing He and
  • Guohua Wang

21 July 2025

Dust aerosols can influence climate change, the ecological environment, human health, etc. and are one of the most important factors causing global change. The specific contributions of dust events, gusts, and dust devils to dust emission remain uncl...

(This article belongs to the Section Atmospheric Remote Sensing)
  • Article
  • Open Access
2 Citations
2,877 Views
28 Pages

A Method for Auto Generating a Remote Sensing Building Detection Sample Dataset Based on OpenStreetMap and Bing Maps

  • Jiawei Gu,
  • Chen Ji,
  • Houlin Chen,
  • Xiangtian Zheng,
  • Liangbao Jiao and
  • Liang Cheng

21 July 2025

In remote sensing building detection tasks, data acquisition remains a critical bottleneck that limits both model performance and large-scale deployment. Due to the high cost of manual annotation, limited geographic coverage, and constraints of image...

  • Article
  • Open Access
8 Citations
4,419 Views
27 Pages

Deep Learning and Transformer Models for Groundwater Level Prediction in the Marvdasht Plain: Protecting UNESCO Heritage Sites—Persepolis and Naqsh-e Rustam

  • Peyman Heidarian,
  • Franz Pablo Antezana Lopez,
  • Yumin Tan,
  • Somayeh Fathtabar Firozjaee,
  • Tahmouras Yousefi,
  • Habib Salehi,
  • Ava Osman Pour,
  • Maria Elena Oscori Marca,
  • Guanhua Zhou and
  • Reza Shahbazi
  • + 1 author

21 July 2025

Groundwater level monitoring is crucial for assessing hydrological responses to climate change and human activities, which pose significant threats to the sustainability of semi-arid aquifers and the cultural heritage they sustain. This study present...

  • Article
  • Open Access
2 Citations
1,486 Views
27 Pages

Angular Super-Resolution of Forward-Looking Scanning Radar via Grid-Updating Split SPICE-TV

  • Ruitao Li,
  • Jiawei Luo,
  • Yin Zhang,
  • Yongchao Zhang,
  • Lu Jiao,
  • Deqing Mao,
  • Yulin Huang and
  • Jianyu Yang

21 July 2025

The sparse iterative covariance-based estimation (SPICE) method has recently gained significant attraction in the field of scanning radar super-resolution imaging because of its angular resolution enhancement capability. However, it is unable to pres...

(This article belongs to the Topic Radar Signal and Data Processing with Applications, 2nd Edition)
  • Article
  • Open Access
1,762 Views
20 Pages

21 July 2025

Surface ozone is a pollutant linked to higher risks of cardiopulmonary diseases with long-term exposure. Timely forecasting of ozone levels helps authorities implement preventive measures to protect public health and safety. However, few studies have...

(This article belongs to the Section Environmental Remote Sensing)
  • Article
  • Open Access
1 Citations
1,869 Views
18 Pages

Elevation-Aware Domain Adaptation for Sematic Segmentation of Aerial Images

  • Zihao Sun,
  • Peng Guo,
  • Zehui Li,
  • Xiuwan Chen and
  • Xinbo Liu

21 July 2025

Recent advancements in Earth observation technologies have accelerated remote sensing (RS) data acquisition, yet cross-domain semantic segmentation remains challenged by domain shifts. Traditional unsupervised domain adaptation (UDA) methods often re...

  • Review
  • Open Access
9 Citations
3,159 Views
34 Pages

20 July 2025

In recent years, there has been an increasing transition from 1D point-based to 3D point-cloud-based data acquisition for monitoring applications and deformation analysis tasks. Previously, many studies relied on point-to-point measurements using tot...

  • Article
  • Open Access
4 Citations
1,956 Views
24 Pages

20 July 2025

Aboveground biomass (AGB) is a critical indicator for assessing carbon sequestration and ecosystem health in transboundary ecologically fragile areas. High-precision estimation and spatiotemporal inversion of AGB are the key to investigating transiti...

(This article belongs to the Topic Remote Sensing and GIS for Monitoring Land Use Change and Its Ecological Effects)
  • Article
  • Open Access
5 Citations
2,844 Views
24 Pages

20 July 2025

High-resolution groundwater storage is essential for effective regional water resource management. While Gravity Recovery and Climate Experiment (GRACE) satellite data offer global coverage, the coarse spatial resolution (0.25–0.5°) limits...

(This article belongs to the Special Issue Remote Sensing for Groundwater Hydrology)
  • Article
  • Open Access
2 Citations
1,577 Views
20 Pages

20 July 2025

While significant progress has been made in controlling point source pollution, agricultural non-point source pollution (AGNPSP) has emerged as a major contributor to global water pollution, posing a severe threat to ecological quality. According to...

(This article belongs to the Special Issue Remote Sensing Monitoring and Assessment of Forest, Grassland, Wetland and Urban Ecosystem)
  • Article
  • Open Access
1 Citations
1,296 Views
27 Pages

20 July 2025

The precise forecasting of mesoscale eddy trajectories holds significant importance for understanding their mechanisms in driving global oceanic mass and heat transport. However, mesoscale eddies are influenced by numerous stochastic and uncertain fa...

(This article belongs to the Special Issue Artificial Intelligence and Big Data for Oceanography (2nd Edition))
  • Article
  • Open Access
13 Citations
6,320 Views
27 Pages

20 July 2025

Light Detection and Ranging (LiDAR) provides three-dimensional information that can be used to extract tree parameter measurements such as height (H), canopy volume (CV), canopy diameter (CD), canopy area (CA), and tree stand density. LiDAR data does...

  • Article
  • Open Access
5 Citations
4,569 Views
25 Pages

20 July 2025

Precision irrigation plays a crucial role in managing crop production in a sustainable and environmentally friendly manner. This study builds on the results of the GreenWaterDrone project, aiming to estimate, in real time, the actual water requiremen...

(This article belongs to the Special Issue Remote Sensing of Climate-Vegetation Dynamics and Their Effects on Ecosystems II)
  • Article
  • Open Access
4 Citations
2,384 Views
20 Pages

20 July 2025

Ground penetrating radar (GPR) is widely used for subsurface object detection, but manual interpretation of hyperbolic features in B-scan images remains inefficient and error-prone. In addition, traditional forward modeling methods suffer from low co...

(This article belongs to the Special Issue Advanced Ground-Penetrating Radar (GPR) Technologies and Applications)
  • Article
  • Open Access
5 Citations
1,850 Views
20 Pages

20 July 2025

The efficient recognition of unpaved roads from remote sensing (RS) images holds significant value for tasks such as emergency response and route planning in outdoor environments. However, unpaved roads often face challenges such as blurred boundarie...

(This article belongs to the Special Issue Road Extraction and Distress Assessment by Spaceborne, Airborne and Terrestrial Platforms (Second Edition))
  • Article
  • Open Access
2 Citations
1,475 Views
18 Pages

19 July 2025

The accurate and large-scale mapping of seagrass meadows is essential, as these meadows form primary habitats for marine organisms and large sinks for blue carbon. Image data available for mapping these habitats are often scarce or are acquired throu...

(This article belongs to the Special Issue High-Resolution Remote Sensing Image Processing and Applications)
  • Article
  • Open Access
1 Citations
1,521 Views
21 Pages

Mesoscale Analysis and Numerical Simulation of an Extreme Precipitation Event on the Northern Slope of the Middle Kunlun Mountains in Xinjiang, China

  • Chenxiang Ju,
  • Man Li,
  • Xia Yang,
  • Yisilamu Wulayin,
  • Ailiyaer Aihaiti,
  • Qian Li,
  • Weilin Shao,
  • Junqiang Yao and
  • Zonghui Liu

19 July 2025

Under accelerating global warming, the northern slope of the Middle Kunlun Mountains in Xinjiang, China, has seen a marked rise in extreme rainfall, posing increasing challenges for flood risk management and water resources. To improve our predictive...

(This article belongs to the Special Issue AI Applications to Remote Sensing of Cloud and Precipitation: Monitoring, Modeling, and Prediction)
  • Article
  • Open Access
5 Citations
1,683 Views
35 Pages

19 July 2025

Hyperspectral sparse unmixing (SU) networks have recently received considerable attention due to their model hyperspectral images (HSIs) with a priori spectral libraries and to capture nonlinear features through deep networks. This method effectively...

(This article belongs to the Special Issue Artificial Intelligence in Hyperspectral Remote Sensing Data Analysis)
  • Technical Note
  • Open Access
1 Citations
1,172 Views
13 Pages

19 July 2025

Chlorophyll-a (Chla) and suspended particulate matter (SPM) are key indicators of water quality, playing critical roles in understanding marine biogeochemical processes and ecosystem health. Although satellite data from the Chinese Ocean Color and Te...

(This article belongs to the Section Ocean Remote Sensing)
  • Article
  • Open Access
1 Citations
1,502 Views
27 Pages

19 July 2025

As a novel system, multi-dimensional space joint-observation SAR (MSJosSAR) can simultaneously acquire target information across multiple dimensions such as frequency, angle, and polarization. This capability facilitates a more comprehensive understa...

(This article belongs to the Topic Radar Signal and Data Processing with Applications, 2nd Edition)
  • Article
  • Open Access
3 Citations
1,885 Views
28 Pages

LWSARDet: A Lightweight SAR Small Ship Target Detection Network Based on a Position–Morphology Matching Mechanism

  • Yuliang Zhao,
  • Yang Du,
  • Qiutong Wang,
  • Changhe Li,
  • Yan Miao,
  • Tengfei Wang and
  • Xiangyu Song

19 July 2025

The all-weather imaging capability of synthetic aperture radar (SAR) confers unique advantages for maritime surveillance. However, ship detection under complex sea conditions still faces challenges, such as high-frequency noise interference and the l...

(This article belongs to the Special Issue Deep Learning-Based Cloud Detection and Removal for Remote Sensing Images)
  • Article
  • Open Access
3 Citations
1,632 Views
22 Pages

19 July 2025

Meteorological satellites play a critical role in weather forecasting, climate monitoring, water resource management, and more. These satellites feature an array of radiative imaging bands, capturing dozens of spectral images that span from visible t...

  • Article
  • Open Access
3 Citations
2,813 Views
20 Pages

18 July 2025

Mangroves, as a key component of the blue-carbon ecosystem, have exceptional carbon sequestration capacity and are mainly distributed in tropical coastal regions. In the Solomon Islands, ongoing degradation of mangrove forests, primarily due to land...

(This article belongs to the Section Remote Sensing Image Processing)
  • Feature Paper
  • Article
  • Open Access
14 Citations
2,724 Views
23 Pages

18 July 2025

Forest biomass is closely related to carbon sequestration capacity and can reflect the level of forest management. This study utilizes four machine learning algorithms, namely Multivariate Stepwise Regression (MSR), K-Nearest Neighbors (k-NN), Artifi...

(This article belongs to the Collection Feature Paper Special Issue on Forest Remote Sensing)
  • Article
  • Open Access
1 Citations
2,875 Views
25 Pages

18 July 2025

A novel classification algorithm for precipitation types (CP) was developed to address frequent misclassification issues between shallow convection and intense stratiform precipitation using existing methods and to enhance an understanding of their p...

  • Article
  • Open Access
3 Citations
2,912 Views
23 Pages

Assessing the Potential of PlanetScope Imagery for Iron Oxide Detection in Antimony Exploration

  • Douglas Santos,
  • Joana Cardoso-Fernandes,
  • Alexandre Lima and
  • Ana Claúdia Teodoro

18 July 2025

The increasing demand for critical raw materials, such as antimony—a semimetal with strategic relevance in fire-retardant applications, electronic components, and national security—has made the identification of European sources essential...

(This article belongs to the Section Environmental Remote Sensing)
  • Article
  • Open Access
2 Citations
1,374 Views
19 Pages

The Influence of Viewing Geometry on Hyperspectral-Based Soil Property Retrieval

  • Yucheng Gao,
  • Lixia Ma,
  • Zhongqi Zhang,
  • Xianzhang Pan,
  • Ziran Yuan,
  • Changkun Wang and
  • Dongsheng Yu

18 July 2025

Hyperspectral technology has been widely applied to the retrieval of soil properties, such as soil organic matter (SOM) and particle size distribution (PSD). However, most previous studies have focused on hyperspectral data acquired from the nadir di...

(This article belongs to the Section Remote Sensing in Agriculture and Vegetation)
  • Article
  • Open Access
2,128 Views
21 Pages

18 July 2025

High-resolution numerical weather prediction requires accurate cloud microphysical initial conditions to enhance forecasting capabilities for high-impact severe weather events such as convective storms. This study integrated Fengyun-2 (FY-2) geostati...

(This article belongs to the Special Issue Application of Remote Sensing Data in Data Assimilation, Reanalysis and Artificial Intelligence for Mesoscale Numerical Weather Models (Second Edition))
  • Article
  • Open Access
3 Citations
3,884 Views
20 Pages

18 July 2025

Global context information is essential for semantic segmentation of remote sensing (RS) images. Due to their remarkable capability to capture global context information and model long-range dependencies, vision transformers have demonstrated great p...

(This article belongs to the Special Issue Advanced Algorithms and Techniques for Remote Sensing Image Processing)
  • Article
  • Open Access
15 Citations
2,992 Views
28 Pages

An Interpretable Machine Learning Framework for Unraveling the Dynamics of Surface Soil Moisture Drivers

  • Zahir Nikraftar,
  • Esmaeel Parizi,
  • Mohsen Saber,
  • Mahboubeh Boueshagh,
  • Mortaza Tavakoli,
  • Abazar Esmaeili Mahmoudabadi,
  • Mohammad Hassan Ekradi,
  • Rendani Mbuvha and
  • Seiyed Mossa Hosseini

18 July 2025

Understanding the impacts of the spatial non-stationarity of environmental factors on surface soil moisture (SSM) in different seasons is crucial for effective environmental management. Yet, our knowledge of this phenomenon remains limited. This stud...

(This article belongs to the Special Issue Earth Observation Satellites for Soil Moisture Monitoring)
  • Article
  • Open Access
3 Citations
4,973 Views
27 Pages

Modeling the Distribution and Richness of Mammalian Species in the Nyerere National Park, Tanzania

  • Goodluck Massawe,
  • Enrique Casas,
  • Wilfred Marealle,
  • Richard Lyamuya,
  • Tiwonge I. Mzumara,
  • Willard Mbewe and
  • Manuel Arbelo

18 July 2025

Understanding the geographic distribution of mammal species is essential for informed conservation planning, maintaining local ecosystem stability, and addressing research gaps, particularly in data-deficient regions. This study investigated the dist...

(This article belongs to the Special Issue Remote Sensing of Ecosystem Structure and Function Dynamics Due to Climate Change and Human Activities (2nd Edition))
  • Review
  • Open Access
13 Citations
4,442 Views
28 Pages

Remote Sensing-Based Phenology of Dryland Vegetation: Contributions and Perspectives in the Southern Hemisphere

  • Andeise Cerqueira Dutra,
  • Ankur Srivastava,
  • Khalil Ali Ganem,
  • Egidio Arai,
  • Alfredo Huete and
  • Yosio Edemir Shimabukuro

18 July 2025

Leaf phenology is key to ecosystem functioning by regulating carbon, water, and energy fluxes and influencing vegetation productivity. Yet, detecting land surface phenology (LSP) in drylands using remote sensing remains particularly challenging due t...

(This article belongs to the Section Remote Sensing in Agriculture and Vegetation)
  • Article
  • Open Access
7 Citations
4,020 Views
26 Pages

18 July 2025

Accurate feature matching between optical and synthetic aperture radar (SAR) images remains a significant challenge in remote sensing due to substantial modality discrepancies in texture, intensity, and geometric structure. In this study, we proposed...

(This article belongs to the Special Issue Advancements of Vision-Language Models (VLMs) in Remote Sensing)
  • Article
  • Open Access
3 Citations
1,931 Views
23 Pages

18 July 2025

Infrared small-target detection encounters significant challenges due to a low image signal-to-noise ratio, limited target size, and complex background noise. To address the issues of sparse feature loss for small targets during the down-sampling pha...

  • Article
  • Open Access
11 Citations
3,526 Views
20 Pages

18 July 2025

Accurate crop yield prediction is essential for stabilizing food supply chains and reducing the uncertainties in financial risks related to agricultural production. Yet, it is even more essential to understand how crop yield models make predictions d...

(This article belongs to the Special Issue Crop Yield Estimation Based on Remote Sensing and Artificial Intelligence)
  • Article
  • Open Access
13 Citations
3,002 Views
28 Pages

Estimation of Rice Leaf Nitrogen Content Using UAV-Based Spectral–Texture Fusion Indices (STFIs) and Two-Stage Feature Selection

  • Xiaopeng Zhang,
  • Yating Hu,
  • Xiaofeng Li,
  • Ping Wang,
  • Sike Guo,
  • Lu Wang,
  • Cuiyu Zhang and
  • Xue Ge

18 July 2025

Accurate estimation of rice leaf nitrogen content (LNC) is essential for optimizing nitrogen management in precision agriculture. However, challenges such as spectral saturation and canopy structural variations across different growth stages complica...

(This article belongs to the Section Remote Sensing in Agriculture and Vegetation)
  • Article
  • Open Access
1,668 Views
26 Pages

Geometry and Kinematics of the North Karlik Tagh Fault: Implications for the Transpressional Tectonics of Easternmost Tian Shan

  • Guangxue Ren,
  • Chuanyou Li,
  • Chuanyong Wu,
  • Kai Sun,
  • Quanxing Luo,
  • Xuanyu Zhang and
  • Bowen Zou

18 July 2025

Quantifying the slip rate along geometrically complex strike-slip faults is essential for understanding kinematics and strain partitioning in orogenic systems. The Karlik Tagh forms the easternmost terminus of Tian Shan and represents a critical rest...

(This article belongs to the Section Environmental Remote Sensing)
  • Article
  • Open Access
3 Citations
2,137 Views
18 Pages

Long-Term Snow Cover Change in the Qilian Mountains (1986–2024): A High-Resolution Landsat-Based Analysis

  • Enwei Huang,
  • Guofeng Zhu,
  • Yuhao Wang,
  • Rui Li,
  • Yuxin Miao,
  • Xiaoyu Qi,
  • Qingyang Wang,
  • Yinying Jiao,
  • Qinqin Wang and
  • Ling Zhao

18 July 2025

Snow cover, as a critical component of the cryosphere, serves as a vital water resource for arid regions in Northwest China. The Qilian Mountains (QLM), situated on the northeastern margin of the Tibetan Plateau, function as an important ecological b...

(This article belongs to the Special Issue Application of Remote Sensing in Snow and Ice Monitoring)
  • Article
  • Open Access
1 Citations
1,753 Views
26 Pages

17 July 2025

This research presents a novel method for detecting building roof types using deep learning models based on height profiles from high-resolution digital surface models. While deep learning has proven effective in digit, handwritten, and time series c...

  • Article
  • Open Access
3 Citations
1,655 Views
23 Pages

17 July 2025

Buildings are a significant component of urban space and are essential to smart cities, catastrophe monitoring, and land use planning. However, precisely extracting building polygons from remote sensing images remains difficult because of the variety...

(This article belongs to the Section Remote Sensing Image Processing)
  • Article
  • Open Access
12 Citations
2,620 Views
27 Pages

A Dual-Variable Selection Framework for Enhancing Forest Aboveground Biomass Estimation via Multi-Source Remote Sensing

  • Dapeng Chen,
  • Hongbin Luo,
  • Zhi Liu,
  • Jie Pan,
  • Yong Wu,
  • Er Wang,
  • Chi Lu,
  • Lei Wang,
  • Weibin Wang and
  • Guanglong Ou

17 July 2025

Integrating multi-source remote sensing can improve the accuracy of forest aboveground biomass (AGB) estimation. However, the accuracy and stability of the forest AGB estimation results are affected by multiple remote sensing feature variables as wel...

(This article belongs to the Section Forest Remote Sensing)
  • Article
  • Open Access
4 Citations
2,785 Views
21 Pages

MixtureRS: A Mixture of Expert Network Based Remote Sensing Land Classification

  • Yimei Liu,
  • Changyuan Wu,
  • Minglei Guan and
  • Jingzhe Wang

17 July 2025

Accurate land-use classification is critical for urban planning and environmental monitoring, yet effectively integrating heterogeneous data sources such as hyperspectral imagery and laser radar (LiDAR) remains challenging. To address this, we propos...

(This article belongs to the Topic Advances in Multi-Scale Geographic Environmental Monitoring: Ecosystem Differences and Multi-Scale Comparisons)
  • Article
  • Open Access
5 Citations
1,951 Views
27 Pages

Subauroral and Auroral Conditions in the Mid- and Low-Midlatitude Ionosphere over Europe During the May 2024 Mother’s Day Superstorm

  • Kitti Alexandra Berényi,
  • Veronika Barta,
  • Csilla Szárnya,
  • Attila Buzás and
  • Balázs Heilig

17 July 2025

This study focuses on the mid- and low-midlatitude ionospheric response to the 2024 Mother’s Day superstorm, utilizing ground-based and Swarm satellite observations. The ground-based ionosonde measured F1, F2-layer, B0 and B1 parameters, as wel...

(This article belongs to the Special Issue Advances in Near-Earth Space and Atmospheric Physics from Ground-Based and Satellite Observations)
  • Article
  • Open Access
4 Citations
2,617 Views
35 Pages

Bridging the Gap Between Active Faulting and Deformation Across Normal-Fault Systems in the Central–Southern Apennines (Italy): Multi-Scale and Multi-Source Data Analysis

  • Marco Battistelli,
  • Federica Ferrarini,
  • Francesco Bucci,
  • Michele Santangelo,
  • Mauro Cardinali,
  • John P. Merryman Boncori,
  • Daniele Cirillo,
  • Michele M. C. Carafa and
  • Francesco Brozzetti

17 July 2025

We inspected a sector of the Apennines (central–southern Italy) in geographic and structural continuity with the Quaternary-active extensional belt but where clear geomorphic and seismological signatures of normal faulting are unexpectedly miss...

(This article belongs to the Special Issue Multiplatform Remote Sensing Techniques for Active Tectonics, Seismotectonics, and Volcanic Hazard Assessment)
  • Article
  • Open Access
5 Citations
1,546 Views
21 Pages

17 July 2025

The Tabu River Basin (TRB) is one of the most ecologically fragile areas in the arid regions of northern China; it is a key component of the desert steppe north of the Yinshan Mountains. The fractional vegetation coverage (FVC) represents a vital ind...

  • Article
  • Open Access
11 Citations
3,545 Views
35 Pages

17 July 2025

Recently, a network based on selective state space models (SSMs), Mamba, has emerged as a research focus in hyperspectral image (HSI) classification due to its linear computational complexity and strong long-range dependency modeling capability. Orig...

(This article belongs to the Section Remote Sensing Image Processing)
  • Article
  • Open Access
1 Citations
1,793 Views
19 Pages

Exploring the Effects of Support Restoration on Pictorial Layers Through Multi-Resolution 3D Survey

  • Emma Vannini,
  • Silvia Belardi,
  • Irene Lunghi,
  • Alice Dal Fovo and
  • Raffaella Fontana

17 July 2025

Three-dimensional (3D) reproduction of artworks has advanced significantly, offering valuable insights for conservation by documenting the objects’ conservative state at both macroscopic and microscopic scales. This paper presents the 3D survey...

(This article belongs to the Special Issue New Insight into Point Cloud Data Processing)
  • Article
  • Open Access
7 Citations
1,631 Views
28 Pages

17 July 2025

Hyperspectral image (HSI) classification faces challenges such as high dimensionality, spectral redundancy, and difficulty in modeling the coupling between spectral and spatial features. Existing methods fail to fully exploit first-order derivatives...

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Remote Sens. - ISSN 2072-4292