Laxmi Thapa, President of the ISPRS SC moderated the event and delivered welcome remarks; she briefly introduced ISPRS, ISPRS SC and various activities that the consortium is conducting for the students and young professionals. She also presented the lists of upcoming activities including ISPRS SC Summer School in Indonesia and the ISPRS Congress in Toronto. Following the introduction, the spotlight was placed on newly established Student Chapters, where the representatives of the chapters: ISPRS SC Nigeria - University of Lagos Student Chapter and ISPRS SC South Africa - Tshwane Student Chapter introduced their chapters, vision, activities, and future plans. This segment not only celebrated the growth of the consortium but also underscored its expanding global footprint and the increasing enthusiasm of students in the geospatial sciences.

A highlight of the program was the Scholar Talk titled “Inside the Journey: What It Feels Like to Be a PhD Researcher!” featuring our inhouse speakers Dr. Nicolas Pucino, Vice President and Dr. Chukwuma John Okolie, Board Member of the consortium. Both speakers shared candid insights from their academic journey, offering valuable reflections on the challenges and rewards of doctoral research. An open Q&A and Interaction session followed, allowing participants to directly engage with the speakers. The dialogue fostered a sense of academic camaraderie and provided a platform for young researchers to voice their questions and exchange ideas.
The session concluded in a Breakout Room discussion, where smaller groups of participants (3-4) interacted with each other and ISPRS SC board of directors. These informal exchanges encouraged collaboration, networking, and idea sharing, laying the groundwork for future research partnerships and cross-chapter initiatives.
Overall, the September-October 2025 Virtual Breakout Session successfully achieved its objective of strengthening connections across the Consortium’s student chapters network. It not only nurtured mentorship and professional development but also reaffirmed the consortium’s mission to empower young researchers and enhance global engagement within the geospatial community.

The ISPRS WG III/3 (Active Microwave Remote Sensing) webinar series is an ongoing initiative, technically supported by ISPRS SC. These webinars typically last for one hour, with a 40–45-minute lecture followed by 15–20 minutes of discussion. They are held on the second Wednesday of every month and have received strong participation and engagement from attendees.

Date: 10 September 2025
Title: Analysis of Crop Dynamics Using SAR-Based Vegetation Monitoring
This session started with the introductory remarks and moderation by Professor Füsun Balik Sanli followed by the presentation and Q/A by Dr Saygin Abdikan from Hacettepe University, Turkey

Date: 8 October 2025
Title: Multiplatform Interferometric SAR Approaches for the Generation of 3-D Ground Displacement
This session started with the introductory remarks and moderation by Dr Florence Tupin followed by the presentation and Q/A by Dr Antonio Pepe from the Italian National Research Council (CNR), Italy
All the Q/A sessions during these webinars were very interactive with lots of questions from the participants. Laxmi provided technical support on behalf of the ISPRS SC. The next webinar will be organised on 12 November 2025 on the topic - Bridging Paradigms in SAR Image Restoration - Supervised and Self-Supervised Approaches by Francescopaolo Sica, University of the Bundeswehr Munich.

Title: Remote Sensing Application for Technology Innovation in Strengthening Agricultural Resilience
Date: 1-5 November 2025
Registration fee: 100 USD (covers stays and meals throughout summer school period)
Venue: Educational Forest of Hasanuddin University, Maros, Indonesia
Registration Form: isprs_sc_summer_school_Makassar_Indonesia1.docx
More Details: acrs2025mks@gmail.com

Evacuation Behavioural Instructions with 3D Motions: Insights from Three Use Cases
https://doi.org/10.3390/ijgi14050197

RouteLAND: An Integrated Method and a Geoprocessing Tool for Characterizing the Dynamic Visual Landscape Along Highways
https://doi.org/10.3390/ijgi14050187

Quantitative and Spatially Explicit Clustering of Urban Grocery Shoppers in Montreal: Integrating Loyalty Data with Synthetic Population
https://doi.org/10.3390/ijgi14040159

Geospatial Framework for Assessing the Suitability and Demand for Agricultural Digital Solutions in Europe: A Tool for Informed
Decision-Making
https://doi.org/10.3390/ijgi14050185

The Urban–Rural Education Divide: A GIS-Based Assessment of the Spatial Accessibility of High Schools in Romania
https://doi.org/10.3390/ijgi14050183

Georeferencing Building Information Models for BIM/GIS Integration: A Review of Methods and Tools
https://doi.org/10.3390/ijgi14050180

Evaluating Spatio-Temporal Kriging with Machine Learning Considering the Sources of Spatio-Temporal Variation
https://doi.org/10.3390/ijgi14060224

Revealing Spatiotemporal Urban Activity Patterns: A Machine Learning Study Using Google Popular Times
https://doi.org/10.3390/ijgi14060221

A Deep Learning Method for the Automated Mapping of Archaeological Structures from Geospatial Data: A Case Study of Delos Island
https://doi.org/10.3390/ijgi14060220

A Playful Participatory Planning System (P-PPS): A Framework for Collecting and Analyzing Player-Generated Spatial Data from Minecraft Worlds
https://doi.org/10.3390/ijgi14060210

Visualising Spatial Dispersion in Cultural Heritage Data
https://doi.org/10.3390/ijgi14070267

Three-Dimensional Multitemporal Game Engine Visualizations for Watershed Analysis, Lighting Simulation, and Change Detection in Built Environments
https://doi.org/10.3390/ijgi14070265

Evaluating Real-Time and Scheduled Public Transport Data: Challenges and Opportunities
https://doi.org/10.3390/ijgi14070243

Interactive Visualization for the GTFS and GTFS-RT Data of Budapest
https://doi.org/10.3390/ijgi14070245

Exploring Unconventional 3D Geovisualization Methods for Land Suitability Assessment: A Case Study of Jihlava City
https://doi.org/10.3390/ijgi14070269

Assessing Accessibility and Equity in Childcare Facilities Through 2SFCA: Insights from Housing Types in Seongbuk-gu, Seoul
https://doi.org/10.3390/ijgi14070247

For over 48 years, Dr. Morain enjoyed a distinguished career in remote sensing that has been recognized locally, nationally, and internationally. His contributions to this field focused on educating not only his students at the University, but also educating professionals in many developing countries on the applications of remote sensing in societal benefit areas such as agriculture, transportation, and public health. During his career, Dr. Morain pursued a vision of employing remote sensing technology and products for advancing the growth of sustainable resources in developing nations worldwide. His passion for realizing this vision was the driver for his contributions to remote sensing and to communities of practice in agriculture, public health, and transportation. His initial work centered on applications of radar technology for vegetation analysis and agriculture. In the early 1970s, with the advent of Landsat, Dr. Morain was among the first to apply remote sensing techniques using satellite imagery to crop and vegetation analyses. Very quickly, his interests in employing remote sensing technologies were directed toward the international community, primarily developing countries, through several global programs. Since 1973, he consulted and contracted on over thirty training programs and applications projects with the U.S. Geological Survey/Office of International Geology (USGS/OIG), the United Nations/Food and Agriculture Organization (UN/FAO), the United Nations Development Program (UNDP), and the United States Agency for International Development (US/AID).

A large part of Dr. Morain’s career in remote sensing was as a professor in the Department of Geography, University of New Mexico. During his tenure he served twice as Chair of the Department (1983 – 1992) and (2003 – 2006). His courses focused on theory and applications of remote sensing and biogeography. His book, “Systematic and Regional Biogeography” published in 1984, focuses on these topics. As an educator, Dr. Morain influenced the careers of over 50 students who have been gainfully employed in geospatial technologies.

In addition to his significant contributions to applications of remote sensing technology, Dr. Morain served this community through his involvement in the American Society for Photogrammetry and Remote Sensing (ASPRS) and the International Society for Photogrammetry and Remote Sensing (ISPRS). He was a certified photogrammetrist, past president of ASPRS, an elected Fellow, former PE&RS Editor-in-Chief, and Editor-in-Chief for the Manual of Remote Sensing 4th edition.

In ISPRS, he was the President of Commission I (Platforms, Sensors, and Imagery) from 2000-2004, served as a Council member and Treasurer (2004-2008), Technical Secretary in Commission VIII, Working Group 2 (Health) (2008-2012), co-editor of Volume 2 and Volume 11 in the ISPRS Book Series, and was elected as an ISPRS Fellow in 2010.

Dr. Morain was active also in the International Society for Disease Surveillance (ISDS), the International Council on Science (ICSU), and the intergovernmental Group on Earth Observations, User Interface Committee (GEO/UIC). He was an elected Fellow of the American Association for the Advancement of Science (AAAS) in the Geology/Geography Section. During his career in remote sensing, he has been recognized by the community through numerous awards and citations for his service. He also has participated in or led many committees and working groups in organizations both at home and abroad.
 

Amelia Budge

Where Business Meets Location Intelligence: A Bibliometric Analysis of Geomarketing Research in Retail
Tudor, Cristiana, Girlovan, Aura, Botoroga, Cosmin-Alin
No: 282

Activity Spaces in Multimodal Transportation Networks: A Nonlinear and Spatial Analysis Perspective
Guo, Kuang, Tang, Rui, Pan, Haixiao, Zhang, Dongming, Liu, Yang, Shi, Zhuangbin
No: 281

Spatial and Temporal Correlations of COVID-19 Mortality in Europe with Atmospheric Cloudiness and Solar Radiation
Iftime, Adrian, Omer, Secil, Burcea, Victor-Andrei, Călinescu, Octavian, Babeș, Ramona-Madalina
No: 283

Graph Representation Learning on Street Networks
Neira, Mateo, Murcio, Roberto
No: 284

Delineating Urban High–Risk Zones of Disease Transmission: Applying Tensor Decomposition to Trajectory Big Data
Lu, Tianhua, Zhang, Wenjia
No: 285

Multi-Channel Spatio-Temporal Data Fusion of ‘Big’ and ‘Small’ Network Data Using Transformer Networks
Cheng, Tao, Chen, Hao, Zhang, Xianghui, Gao, Xiaowei, Yin, Lu, Jiao, Jianbin
No: 286

Evaluating Urban Greenery Through the Front-Facing Street View Imagery: Insights from a Nanjing Case Study
Zhu, Jin, Huang, Yingjing, Cao, Ziyue, Zhang, Yue, Ding, Yuan, Du, Jinglong
No: 287

GPT-Based Text-to-SQL for Spatial Databases
Wang, Hui, Guo, Li, Liang, Yubin, Liu, Le, Huang, Jiajin
No: 288

Strategy for the Development of Cartography in Bulgaria with a 10-Year Planning Horizon (2025–2035) in the Context of Industry 4.0 and 5.0
Bandrova, Temenoujka, Dinkov, Davis, Vasilev, Stanislav
No: 289

XT-SECA: An Efficient and Accurate XGBoost–Transformer Model for Urban Functional Zone Classification
Gao, Xin, Wang, Xianmin, Cao, Li, Guo, Haixiang, Chen, Wenxue, Zhai, Xing
No: 290

Application of Integrated Geospatial Analysis and Machine Learning in Identifying Factors Affecting Ride-Sharing Before/After the COVID-19 Pandemic
Allahyari, Afshin, Peiravian, Farideddin
No: 291

Towards an Extensible and Text-Oriented Analytical Semantic Trajectory Framework
Almeida, Damião Ribeiro de, Baptista, Cláudio de Souza, Andrade, Fabio Gomes de, Paiva, Anselmo Cardoso de
No: 292

Automating Three-Dimensional Cadastral Models of 3D Rights and Buildings Based on the LADM Framework
Widyastuti, Ratri, Suwardhi, Deni, Meilano, Irwan, Hernandi, Andri, Firdaus, Juan
No: 293

Assessing Spatial Digital Twins for Oil and Gas Projects: An Informed Argument Approach Using ISO/IEC 25010 Model
Bhandari, Sijan, Paudyal, Dev Raj
No: 294

A Spatio-Temporal Evolutionary Embedding Approach for Geographic Knowledge Graph Question Answering
Zhang, Chunju, Chu, Chaoqun, Zhou, Kang, Wang, Shu, Zhu, Yunqiang, Huang, Jianwei, Wu, Zhaofu, Gao, Fei
No: 295

Exploring the Spatial Association Between Spatial Categorical Data Using a Fuzzy Geographically Weighted Colocation Quotient Method
Li, Ling, Duan, Lian, Li, Meiyi, Mai, Xiongfa
No: 296

Statistical Depth Measures in Density-Based Clustering with Automatic Adjustment for Skewed Data
McKenney, Mark, Tucek, Daniel
No: 298

A Novel Method for Estimating Building Height from Baidu Panoramic Street View Images
Ge, Shibo, Liu, Jiping, Che, Xianghong, Wang, Yong, Huang, Haosheng
No: 297

Mutation Interval-Based Segment-Level SRDet: Side Road Detection Based on Crowdsourced Trajectory Data
Luo, Ying, Jiao, Fengwei, Xiang, Longgang, Chen, Xin, Wang, Meng
No: 299

Optimizing Advertising Billboard Coverage in Urban Networks: A Population-Weighted Greedy Algorithm with Spatial Efficiency Enhancements
Fu, Jiaying, Qin, Kun
No: 300

An Aspect-Based Emotion Analysis Approach on Wildfire-Related Geo-Social Media Data—A Case Study of the 2020 California Wildfires
Zorenböhmer, Christina, Gandhi, Shaily, Schmidt, Sebastian, Resch, Bernd
No: 301

Predicting the Next Location of Urban Individuals via a Representation-Enhanced Multi-View Learning Network
Lun, Maoqi, Wang, Peixiao, Wu, Sheng, Zhang, Hengcai, Cheng, Shifen, Lu, Feng
No: 302

Diffusion Model-Based Cartoon Style Transfer for Real-World 3D Scenes
Chen, Yuhang, Zhou, Haoran, Chen, Jing, Yang, Nai, Zhao, Jing, Chao, Yi
No: 303

Relationship Between Aggregation Index and Change in the Values of Some Landscape Metrics as a Function of Cell Neighborhood Choice
Zatelli, Paolo, Tattoni, Clara, Ciolli, Marco
No: 304

Effect of Dynamic Point Symbol Visual Coding on User Search Performance in Map-Based Visualizations
Ge, Weijia, Zhang, Jing, Shi, Xingjian, Tang, Wenzhe, Qian, Longlong
No: 305

Variations on the Theme “Definition of the Orthodrome”
Lapaine, Miljenko
No: 306

Bridging Humanitarian Mapping and the Sustainable Development Goals
Nguyen, Quang Huy, Brovelli, Maria Antonia, Albertella, Alberta, Furuhashi, Taichi, Montani, Michael
No: 307

A Spatiotemporal Multi-Model Ensemble Framework for Urban Multimodal Traffic Flow Prediction
Wang, Zhenkai, Hu, Lujin
No: 308

New Sampling Method for Landslide Susceptibility Evaluation with Consideration of Minimizing Potential Societal Losses
Lu, Zhao, Chen, Yu, Wei, Yongming, Zhang, Yufei, Cheng, Xianfeng
No: 309

Recent Progress in and Future Perspectives on the Monitoring, Assessment, and Mitigation of Geological Disasters
Du, Yan, Lyu, Mengjia, Xie, Mowen, Jiang, Yujing, Li, Bo, Zhang, Xuepeng
No: 310

A Pyramid Convolution-Based Scene Coordinate Regression Network for AR-GIS
Xu, Haobo, Zhu, Chao, Wang, Yilong, Zhu, Huachen, Ma, Wei
No: 311

Identification of Abandoned Tea Lands in Kandy District, Sri Lanka Using Trajectory Analysis and Satellite Remote Sensing
Athauda, Sirantha Jagath Kumara, Morimoto, Takehiro
No: 312

GeoAI in Topographic Mapping: Navigating the Future of Opportunities and Risks
Kausika, Bala Bhavya, van Altena, Vincent
No: 313

Generative AI for Geospatial Analysis: Fine-Tuning ChatGPT to Convert Natural Language into Python-Based Geospatial Computations
Sherman, Zachary, Sharma Dulal, Sandesh, Cho, Jin-Hee, Zhang, Mengxi, Kim, Junghwan
No: 314

Towards Transparent Urban Perception: A Concept-Driven Framework with Visual Foundation Models
Yu, Yixin, Yu, Zepeng, Shi, Xuhua, Wan, Ran, Wang, Bowen, Zhang, Jiaxin
No: 315

Navigating the Pandemic with GIS: An Exploratory Factor Analysis of Israel’s Municipal Response
Fridkin, Shimon, Greenstein, Gil, Levi, Diana, Tamurov, Evgenia
No: 316

Copyright Protection and Trusted Transactions for 3D Models Based on Smart Contracts and Zero-Watermarking
Nan, Ruigang, Zhang, Liming, Xie, Jianing, Jin, Yan, Tan, Tao, Liu, Shuaikang, Wang, Haoran
No: 317

Digital Twins and Big Data in the Metaverse: Addressing Privacy, Scalability, and Interoperability with AI and Blockchain
Li, Ruoxuan, Abdalla, Hemn Barzan, Gheisari, Mehdi, Rabiei-Dastjerdi, Hamidreza
No: 318

Machine Learning-Based Identification of Key Predictors for Lightning Events in the Third Pole Region
Jadhav, Harshwardhan, Singh, Prashant, Ahrens, Bodo, Schmidli, Juerg
No: 319

Urban Land Subsidence Analyzed Through Time-Series InSAR Coupled with Refined Risk Modeling: A Wuhan Case Study
Zhou, Lv, Liang, Liqi, Chen, Quanyu, He, Haotian, Li, Hongming, Qin, Jie, Yang, Fei, Li, Xinyi, Bai, Jie
No: 320

A Hybrid Approach for Geo-Referencing Tweets: Transformer Language Model Regression and Gazetteer Disambiguation
Edwards, Thomas, Corcoran, Padraig, Jones, Christopher B.
No: 321

Dynamic Optimization of Emergency Infrastructure Layouts Based on Population Influx: A Macao Case Study
Wang, Zhen, Wang, Zheyu, Yeung, On Kei, Zheng, Mengmeng, Zhong, Yitao, He, Sanqing
No: 322

Determination of the Solar Angle of Incidence Using an Equivalent Surface and the Possibility of Applying This Approach in Geosciences and Engineering
Jenčo, Marián
No: 323

National Spatial Data Infrastructure as a Catalyst for Good Governance and Policy Improvements in Pakistan
Ahmad, Munir, Ali, Asmat, Nawaz, Muhammad, Sattar, Farha, Hussain, Hammad
No: 324

Enhancing Electric Vehicle Charging Infrastructure Planning with Pre-Trained Language Models and Spatial Analysis: Insights from Beijing User Reviews
Hou, Yanxin, Wang, Peipei, Yao, Zhuozhuang, Zheng, Xinqi, Chen, Ziying
No: 325

An Approach to Selecting an E-Commerce Warehouse Location Based on Suitability Maps: The Case of Samara Region
Sakulin, Sergey, Alfimtsev, Alexander, Gavrilov, Nikita
No: 326

Digital Relations in Z1: Discretized Time and Rasterized Lines
Dube, Matthew P.
No: 327

Representation of 3D Land Cover Data in Semantic City Models
Olsson, Per-Ola, Andersson, Axel, Calvert, Matthew, Loreman, Axel, Lökholm, Erik, Martinsson, Emma, Pantazatou, Karolina, Svensson, Björn, Spielhaupter, Alex, Uggla, Maria, Harrie, Lars
No: 328

An Analysis of the Spatiotemporal Evolution, Key Control Features, and Driving Mechanisms of Carbon Source/Sink in the Continental Ecosystem of China’s Shandong Province from 2001 to 2020
Xu, Xiaolong, Han, Fang, Zhao, Junxin, Li, Youheng, Lei, Ziqiang, Zhang, Shan, Han, Hui
No: 329

Assessing the Available Landslide Susceptibility Map and Inventory for the Municipality of Rio de Janeiro, Brazil: Potentials and Challenges for Data-Driven Applications
Lima, Pedro Henrique Muniz, Teixeira Coelho, Luiz Carlos, Raposo, Guilherme Damasceno, Badolato, Irving da Silva, da Fonseca, Raquel Batista Medeiros, Silva, Sonia Maria Lima, Falcão, Jonatas Goulart Marinho
No: 330

A Spatial Co-Location Pattern Mining Method Based on Hausdorff Distance Alignment
Liu, Xichen, Li, Yajie, Zou, Muquan
No: 331

LTVPGA: Distilled Graph Attention for Lightweight Traffic Violation Prediction
Wang, Yingzhi, Zhou, Yuquan, Zhang, Feng
No: 332

Economic Optimization of Bike-Sharing Systems via Nonlinear Threshold Effects: An Interpretable Machine Learning Approach in Xi’an, China
Yang, Haolong, Feng, Chen, Gao, Chao
No: 333

Analysis of Hotel Reviews and Ratings with Geographical Factors in Seoul: A Quantitative Approach to Understanding Tourist Satisfaction
Kashyap, Abhilasha, Hong, Seong-Yun
No: 334

Application of 3D Ray Tracing for Water Surface Visibility Analysis
Wróżyński, Rafał, Wróżyńska, Magdalena, Pyszny, Krzysztof
No: 335

Vector Data Rendering Performance Analysis of Open-Source Web Mapping Libraries
Balla, Dániel, Gede, Mátyás
No: 336

Educational Facility Site Selection Based on Multi-Source Data and Ensemble Learning: A Case Study of Primary Schools in Tianjin
Sun, Zhenhui, Xu, Ying, Ning, Junjie, Wang, Yufan, Sun, Yunxiao
No: 337

Developing a Replicable ESG-Based Framework for Assessing Community Perception Using Street View Imagery and POI Data
Xie, Jingxue, Liu, Zhewei, Wang, Jue
No: 338

Using Certainty Factor as a Spatial Sample Filter for Landslide Susceptibility Mapping: The Case of the Upper Jinsha River Region, Southeastern Tibetan Plateau
Zhou, Xin, Jin, Ke, Sun, Xiaohui, Ruan, Yunkai, Bao, Yiding, Li, Xiulei, Tang, Li
No: 339

Proportional Symbol Maps: Value-Scale Types, Online Value-Scale Generator and User Perspectives
Barvir, Radek, Holub, Martin, Vondrakova, Alena
No: 340

The Integrated Choice and Latent Variable Model for Exploring the Mechanisms of Pedestrian Route Choice
Jin, Cheng-Jie, Li, Ningxuan, Wu, Chenyang, Li, Dawei, Lin, Yifan
No: 341

A Geospatial Framework for Retail Suitability Modelling and Opportunity Identification in Germany
Tudor, Cristiana
No: 342

The Toponym Co-Occurrence Index: A New Method to Measure the Co-Occurrence Characteristics of Toponyms
Wang, Gaimei, He, Fei, Wang, Li
No: 343

A Spatial Analysis of the Association Between Urban Heat and Coronary Heart Disease
Lucas, Kyle, Dewitt, Ben, Biddle, Donald J., Zhang, Charlie H.
No: 344

MART: Ship Trajectory Prediction Model Based on Multi-Dimensional Attribute Association of Trajectory Points
Zhao, Senyang, Guo, Wei, Liu, Yi
No: 345

Geological Disaster Risk Assessment Under Extreme Precipitation Conditions in the Ili River Basin
Li, Xinxu, Liu, Jinghui, Zhang, Zhiyong, Yuan, Xushan, Li, Yanmin, Wang, Zixuan
No: 346

Multi-Size Facility Allocation Under Competition: A Model with Competitive Decay and Reinforcement Learning-Enhanced Genetic Algorithm
Zhao, Zixuan, Wang, Shaohua, Su, Cheng, Liang, Haojian
No: 347

Study on Spatial Equity of Greening in Historical and Cultural Cities Based on Multi-Source Spatial Data
Sun, Huiqi, Shi, Xuemin, Hou, Bichao, Yang, Huijun
No: 348

Distribution, Dynamics and Drivers of Asian Active Fire Occurrences
Gao, Xu, Shi, Wenzhong, Zhang, Min
No: 349

Lightweight Deep Learning Approaches for Lithological Mapping in Vegetated Terrains of the Vălioara Valley, Romania
Árvai, Valentin, Albert, Gáspár
No: 350

Automated Identification and Spatial Pattern Analysis of Urban Slow-Moving Traffic Bottlenecks Using Street View Imagery and Deep Learning
Guo, Zixuan, Xu, Hong, Lin, Qiushuang
No: 351

Advanced Division of Search Areas for Missing Persons in Non-Urban Environments
Růžičková, Kateřina, Růžička, Jan, Skřejpková, Kateřina, Chaloupková, Helena, Svobodová, Ivona
No: 352

Exploring Historical Changes to Architectural Heritage Through Reality-Based 3D Modeling and Virtual Reality: A Case Study
Roggio, Domenico Simone, Shokrollahi, Sina, Forte, Anna, Bitelli, Gabriele
No: 353

Methodology for Determining Potential Locations of Illegal Graffiti in Urban Spaces Using GRA-Type Grey Systems
Gerus-Gościewska, Małgorzata, Gościewski, Dariusz
No: 354

Analysis of Land-Use Spatial Equilibrium in the Yangtze River Economic Belt Under the Context of High-Quality Development: Quantity Balance and Efficiency Coordination
Ma, Aihui, Zhao, Wanmin, Gao, Yijia
No: 355

Assessment of Land Degradation in the State of Maranhão to Support Sustainable Development Goal 15.3.1 in the Agricultural Frontier of MATOPIBA, Brazil
Gomes, Antonia Mara Nascimento, Sousa, Andreza Maciel de, Carvalho, Marcus Willame Lopes, Sousa, Washington da Silva, Silva, Marcos Vinícius da, de Araújo Santos, Gustavo André, Medeiros, Aldair de Souza, Silva, Jhon Lennon Bezerra da, Oliveira-Júnior, José Francisco de, Machado, Nítalo André Farias
No: 356

Evaluating UAV Flight Parameters for High-Accuracy in Road Accident Scene Documentation: A Planimetric Assessment Under Simulated Roadway Conditions
Phojaem, Thanakorn, Dangbut, Adisorn, Wisutwattanasak, Panuwat, Janhuaton, Thananya, Champahom, Thanapong, Ratanavaraha, Vatanavongs, Jomnonkwao, Sajjakaj
No: 357

Cross-Domain Travel Mode Detection for Electric Micro-Mobility Using Semi-Supervised Learning
Lev-Ran, Eldar, Łukawska, Mirosława, Servizi, Valentino, Dalyot, Sagi
No: 358

Spatiotemporal Evolution and Differential Characteristics of Logistics Resilience in Provinces Along the Belt and Road in China
Liang, Yi, Yuan, Zhaoxu, Fang, Yan, Liu, Han
No: 360

Vessel Traffic Density Prediction: A Federated Learning Approach
Khodamoradi, Amin, Figueiras, Paulo Alves, Grilo, André, Lourenço, Luis, Rêga, Bruno, Agostinho, Carlos, Costa, Ruben, Jardim-Gonçalves, Ricardo
No: 359

Spatiotemporal Dynamics and Multi-Scale Equity Evaluation of Urban Rail Accessibility: Evidence from Hangzhou
Zhu, Jiasheng, Rui, Xiaoping
No: 361

A Multi-Scale Geographically Weighted Regression Approach to Understanding Community-Built Environment Determinants of Cardiovascular Disease: Evidence from Nanning, China
Deng, Shuguang, Zhu, Shuyan, Chen, Xueying, Liang, Jinlong, Zheng, Rui
No: 362

Geospatial Impacts of Land Allotment at the Standing Rock Reservation, USA: Patterns of Gain and Loss
Egbert, Stephen L., Meisel, Joshua J.
No: 363

Nav-YOLO: A Lightweight and Efficient Object Detection Model for Real-Time Indoor Navigation on Mobile Platforms
Su, Cheng, Zhu, Litao, Dai, Wen, Zhou, Jin, Wang, Jialiang, Mao, Yucheng, Sun, Jiangbing
No: 364

BFRDNet: A UAV Image Object Detection Method Based on a Backbone Feature Reuse Detection Network
Zhou, Liming, Yang, Jiakang, Xie, Yuanfei, Zhang, Guochong, Liu, Cheng, Liu, Yang
No: 365

Spatiotemporal Heterogeneity of Influencing Factors for Urban Spaces Suitable for Running Workouts Based on Multi-Source Big Data
Di, Xinyu, Zhang, Jun
No: 366

Editorial Board
Pages: ii

Registration of close-range, multi-lens multispectral imagery by retrieving the scene 3D structure
Sylvain Jay, Frédéric Baret, Samuel Thomas, Marie Weiss
Pages: 125-144

A cross-spatiotemporal weakly supervised framework for land cover classification: Generating temporally and spatially consistent land cover maps
Junqi Zhao, Zhanliang Yuan, Xiaofei Mi, Jian Yang, Xueke Chen, Xianhong Meng, Hongbo Zhu, Yuke Meng, Zhenzhao Jiang, Zhouwei Zhang
Pages: 519-538

Piecewise-ICP: Efficient and robust registration for 4D point clouds in permanent laser scanning
Yihui Yang, Christoph Holst
Pages: 481-500

A weight-adaptive updated method for grasshopper habitat mapping at the national scale using remote sensing: Combined with spatial heterogeneity and landscape
Jing Guo, Wenjiang Huang, Yingying Dong, Kejian Lin, Fangzheng Yue, Yanmin Shan, Huan Liu, Zhuoqing Hao, Ning Wang, Xiaolong Ding
Pages: 84-98

MAT-MS: A mask-aware transformer for constructing gap-free MODIS normalized difference snow index products
Jiahui Xu, Ruiyang Hua, Shujie Wang, Stef Lhermitte, Qingyu Gu, Bailang Yu, Jianping Wu, Yan Huang
Pages: 775-788

Mapping dynamics of large-scale high-precision pond datasets using a semi-automated method based on deep learning
Zhenbang Hao, Lili Lin, Christopher J. Post, Elena A. Mikhailova, Jeffery Allen
Pages: 438-458

A mining scene understanding framework with limited labeled samples jointly driven by object-level spatial relationships and multi-task network
Dehui Dong, Dongping Ming, Lu Xu, Yue Zhang
Pages: 383-396

Cross-modal feature fusion for robust point cloud registration with ambiguous geometry
Zhaoyi Wang, Shengyu Huang, Jemil Avers Butt, Yuanzhou Cai, Matej Varga, Andreas Wieser
Pages: 31-47

TAM-TR: Text-guided attention multi-modal transformer for object detection in UAV images
Jianhao Xu, Xiangtao Fan, Hongdeng Jian, Chen Xu, Weijia Bei, Qifeng Ge, Teng Zhao, Ruijie Han
Pages: 170-184

SAGRNet: A novel object-based graph convolutional neural network for diverse vegetation cover classification in remotely-sensed imagery
Baoling Gui, Lydia Sam, Anshuman Bhardwaj, Diego Soto Gómez, Félix González Peñaloza, Manfred F. Buchroithner, David R. Green
Pages: 99-124

Estimating carbon fluxes over North America using a physics-constrained deep learning model
Bin Fan, Hankui K. Zhang, Zhongbin B. Li, Jingfeng Xiao, Xianghong Che, Zhihua Liu, Gustau Camps-Valls, Jing M. Chen
Pages: 551-569

STANet-TLA: leveraging deep learning and prior knowledge for large-scale soybean breeding plot segmentation and high-yielding variety screening from UAV time-series data
Shaochen Li, Yinmeng Song, Ke Wang, Yiqiang Liu, Junhong Xian, Hongshan Wu, Xintong Zhang, Yanjun Su, Jin Wu, Qinghua Guo, Shan Xu, Dong Jiang, Jiao Wang, Jinming Zhao, Xianzhong Feng, Lijuan Qiu, Yanfeng Ding, Shichao Jin
Pages: 397-414

Edge-CVT: Edge-informed CNN and vision transformer for building change detection in satellite imagery
Shimaa Holail, Tamer Saleh, Xiongwu Xiao, Mohamed Zahran, Gui-Song Xia, Deren Li
Pages: 48-68

Cross-view geolocation via segmentation and common region feature matching
Qiyuan Zeng, Jiayi Wu, Yanli Ren, Guorui Feng
Pages: 804-816

Solar cities: Multiple-reflection within urban canyons
Fan Xu, Man Sing Wong, Rui Zhu, Ying Dang
Pages: 205-218

Machine learning-based retrieval of chlorophyll-a and total suspended matter from HY-3A CZI: Model development, validation, and application
Lan Zhang, Chen Zhang, Chaofei Ma, Xi Chen, Qi Li, Xiaomin Ye, Zhifeng Yu, Liqiao Tian
Pages: 613-631

RooFormer: Reconstructing detailed 3D roof models from high-resolution remote sensing imagery using transformer
Dayu Yu, Fan Ye, Peng Yue, Min Chen, Filip Biljecki
Pages: 745-758

HIUFE: Hybrid intelligence-based unauthorized farmland excavation scene cognition
Shunxi Yin, Wanzeng Liu, Jun Chen, Jiaxin Ren, Yuan Tao, Yilin Wang, Jiadong Zhang
Pages: 276-296

Cross-view geo-localization with panoramic street-view and VHR satellite imagery in decentrality settings
Panwang Xia, Lei Yu, Yi Wan, Qiong Wu, Peiqi Chen, Liheng Zhong, Yongxiang Yao, Dong Wei, Xinyi Liu, Lixiang Ru, Yingying Zhang, Jiangwei Lao, Jingdong Chen, Ming Yang, Yongjun Zhang
Pages: 1-11

Remote sensing of urban tree carbon stocks: A methodological review
Hesong Dong, Lina Tang, Jinhui Liu, Xiangyun Hu, Guofan Shao
Pages: 570-593

SpectralGaussians: Semantic, spectral 3D Gaussian splatting for multi-spectral scene representation, visualization and analysis
Saptarshi Neil Sinha, Holger Graf, Michael Weinmann
Pages: 789-803

HDRoad: An encoder-decoder architecture with hybrid attention and directional prior for efficient road extraction from remote sensing images
Fan He, Shijie Liu, Sicong Liu, Yanmin Jin, Huan Xie, Xiaohua Tong
Pages: 251-264

Cloud-based satellite remote sensing for enhancing seagrass monitoring and ecosystem management
Luis Lizcano-Sandoval, Marcus W. Beck, Sheila Scolaro, Edward T. Sherwood, Frank Muller-Karger
Pages: 508-518

Tiny object detection with single point supervision
Haoran Zhu, Chang Xu, Ruixiang Zhang, Fang Xu, Wen Yang, Haijian Zhang, Gui-Song Xia
Pages: 219-233

Optical properties of a toxin-producing dinoflagellate and its detection from Sentinel-2 MSI in nearshore waters
Conor McGlinchey, Jesus Torres Palenzuela, Luis Gonzalez-Vilas, Mortimer Werther, Dalin Jiang, Andrew Tyler, Yolanda Pazos, Evangelos Spyrakos
Pages: 415-437

Deep learning for wildfire risk prediction: Integrating remote sensing and environmental data
Zhengsen Xu, Jonathan Li, Sibo Cheng, Xue Rui, Yu Zhao, Hongjie He, Haiyan Guan, Aryan Sharma, Matthew Erxleben, Ryan Chang, Lincoln Linlin Xu
Pages: 632-677

Total solution for simultaneous pose and correspondence estimation of drone images in urban environments
Shuang Li, Jie Shan
Pages: 349-365

Accuracy assessment of PlanetScope SuperDove products for aquatic reflectance retrieval over Brazilian inland and coastal waters
Rafael G. Chasles, Daniel A. Maciel, Claudio C.F. Barbosa, Evlyn M.L.M Novo, Vitor S. Martins, Rejane Paulino, Raianny Wanderley, Rogério F. Júnior, Thainara M. Lima, Pedro Bacellar, Julio C.P. {dos Santos}, Ana Clara {da C. Silva}, Matheus Tavares, David {da Motta-Marques}, Mauricio A. Noernberg, Rafaela C. Zem, Aurea M. Ciotti, Sakib Kabir, Felipe N. Begliomini, Akash Ashapure
Pages: 678-690

FlexiSAM: A flexible SAM-based semantic segmentation model for land cover classification using high-resolution multimodal remote sensing imagery
Zhan Zhang, Daoyu Shu, Cunyi Liao, Chengzhi Liu, Yuanxin Zhao, Ru Wang, Xiao Huang, Mi Zhang, Jianya Gong
Pages: 594-612

Mitigating NDVI saturation in imagery of dense and healthy vegetation
Zezhong Tian, Jiahao Fan, Tong Yu, Natalia {de Leon}, Shawn M. Kaeppler, Zhou Zhang
Pages: 234-250

DepthCD: Depth prompting in 2D remote sensing imagery change detection
Ning Zhou, Mingting Zhou, Haigang Sui
Pages: 145-169

Spatial-spectral adaptive generalization driven high-precision BRDF modeling for extensible areas using UAV-Borne remote sensing
Zhuo Wang, Haiwei Li, Shuang Wang, Liyao Song
Pages: 12-30

Pointwise deep learning for leaf-wood segmentation of tropical tree point clouds from terrestrial laser scanning
Wouter A.J. {Van den Broeck}, Louise Terryn, Shilin Chen, Wout Cherlet, Zane T. Cooper, Kim Calders
Pages: 366-382

Bundle adjustment for multi-source Mars orbiter imagery with generalized control constraints
Qionghua You, Zhen Ye, Chen Chen, Huan Xie, Yanmin Jin, Rong Huang, Changyou Xu, Yusheng Xu, Xiaohua Tong
Pages: 316-331

LHRS-Bot-Nova: Improved multimodal large language model for remote sensing vision-language interpretation
Zhenshi Li, Dilxat Muhtar, Feng Gu, Yanglangxing He, Xueliang Zhang, Pengfeng Xiao, Guangjun He, Xiaoxiang Zhu
Pages: 539-550

Adaptive water body detection: Integrating deep learning, normalised difference water index, and vector data for farm dam water monitoring with OmniWaterMask
Nicholas Wright, John M.A. Duncan, J. {Nik Callow}, Sally E. Thompson, Richard J. George
Pages: 714-732

Digital super-resolution for TDI remote sensing via micro-misaligned pushbroom imaging and computational reconstruction
Jianan Pan, Chunfeng Zhang, Xiaojun He, Xing Zhong, Ye Lan
Pages: 733-744

Aerial path planning for 3D urban scene reconstruction with dual-task reconstructability learning and adaptive viewpoints selection
Tianrui Shen, Yingmei Wei, Lai Kang, Shanshan Wan, Haixuan Wang, Yee-Hong Yang
Pages: 69-83

A universal physically-based topographic correction framework for high-resolution optical satellite data
Yichuan Ma, Shunlin Liang, Wanshan Peng, Tao He, Han Ma, Yongzhe Chen, Wenyuan Li, Jianglei Xu, Shikang Guan
Pages: 459-480

Teaching in adverse scenes: a statistically feedback-driven threshold and mask adjustment teacher-student framework for object detection in UAV images under adverse scenes
Hongyu Chen, Jiping Liu, Yong Wang, Jun Zhu, Dejun Feng, Yakun Xie
Pages: 332-348

A in-seasonal phenology monitoring approach for wheat breeding accessions with time-series RGB imagery by using a combination KNN-CNN-RF model
Meng Zhou, Jie Zhu, Hongxu Ai, Yangming Zhang, Timothy A. Warner, Hengbiao Zheng, Chongya Jiang, Tao Cheng, Yongchao Tian, Yan Zhu, Weixing Cao, Xia Yao
Pages: 297-315

Few-shot Remote Sensing Scene Classification via Parameter-free Attention and Region Matching
Yuyu Jia, Chenchen Sun, Junyu Gao, Qi Wang
Pages: 265-275

Height estimation from monocular aerial images using convolutional multi-scale and transformer coupling network (CMT)
Mohammad Momeni Esfahani, Mahmod {Reza Sahebi}, Mehdi Mokhtarzade
Pages: 759-774

Phase congruency image mosaicking approach for aerial mid-wave infrared low-overlap array scanning images
Jiani He, Yueming Wang, Lixia Deng, Yitao Li, Zhao-Liang Li
Pages: 185-204

Realistic virtual forests for understanding forest disturbances and recovery from space
Kim Calders, Martin Herold, Jennifer Adams, John Armston, Benjamin Brede, Wout Cherlet, Zane T. Cooper, Karun Dayal, Pieter De Frenne, Shaun R. Levick, Patrick Meir, Niall Origo, Cornelius Senf, Luna Soenens, Louise Terryn, Wouter A.J. {Van den Broeck}, Mikko Vastaranta, Hans Verbeeck, Ludovic Villard, Mathias Disney
Pages: 501-507

A grazing pressure mapping method for large-scale, complex surface scenarios: integrating deep learning and spatio-temporal characteristic of remote sensing
Yingqi Wang, Huiping Huang, Yichen Tian, Guang Yang, Liping Li, Chao Yuan, Fan Li
Pages: 691-713

Editorial Board
Pages: ii

Automatic in-situ radiometric calibration of TLS: Compensating distance and angle of incidence effects using overlapping scans
H. Laasch, T. Medic, N. Pfeifer, A. Wieser
Pages: 648-665

Three-dimensional reconstruction of shallow seabed topographic surface based on fusion of side-scan sonar and echo sounding data
Chunqing Ran, Luotao Zhang, Shuo Han, Xiaobo Zhang, Shengli Wang, Xinghua Zhou
Pages: 249-269

First high temporal resolution retrievals of AOD over shallow and turbid coastal waters for Himawari-8
Yi Wang, Zibo You, Lunche Wang, Jun Wang, Meng Zhou, Minghui Tao, Jhoon Kim
Pages: 603-612

Mind the modality gap: Towards a remote sensing vision-language model via cross-modal alignment
Angelos Zavras, Dimitrios Michail, Begüm Demir, Ioannis Papoutsis
Pages: 270-287

A multi-sensor, phenology-based approach framework for mapping cassava cultivation dynamics and intercropping in highly fragmented agricultural landscapes
Xincheng Wang, Qinfei Wang, Hongyan Lai, Zhenwen Zhang, Ting Yun, Xiaojing Lu, Guizhen Wang, Shangye Lao, Qi Liao, Saiqing Lu, Ruirui Chen, Shijing Fang, Feng Pan, Huabin Yan, Kaimian Li, Bangqian Chen
Pages: 44-63

FineCrop: Mapping fine-grained crops using class-aware feature decoupling and parcel-aware class rebalancing with Sentinel-2 time series
Lei Lei, Xinyu Wang, Yanfei Zhong, Liangpei Zhang
Pages: 785-803

BdFusion: Bi-directional visual-LiDAR fusion for resilient place recognition
Anbang Liang, Zhipeng Chen, Wen Xiong, Fanyi Meng, Yu Yin, Dejin Zhang, Qingquan Li
Pages: 408-419

Multi-level Priors-Guided Diffusion-based Remote Sensing Image Super-Resolution
Lijing Lu, Zhou Huang, Yi Bao, Lin Wan, Zhihang Li
Pages: 756-770

CSW-SAM: a cross-scale algorithm for very-high-resolution water body segmentation based on segment anything model 2
Tianyi Zhang, Yi Ren, Weibin Li, Chenhao Qin, Licheng Jiao, Hua Su
Pages: 208-227

A novel knowledge-based multi-modal semi-supervised framework for 3D change detection and mining volume estimation in open-pit mines using GF7 satellite images
Dehui Dong, Dongping Ming, Miao Li, Hongzhen Xu, Yanfei Wei, Ming Huang
Pages: 519-536

Impact of forest disturbance derived from Sentinel-2 time series on Landsat 8/9 land surface temperature: The case of Norway spruce in Central Germany
Simon Grieger, Martin Kappas, Susanne Karel, Philipp Koal, Tatjana Koukal, Markus Löw, Martin Zwanzig, Birgitta Putzenlechner
Pages: 388-407

HATFormer: Height-aware Transformer for multimodal 3D change detection
Biyuan Liu, Zhou Huang, Yanxi Li, Rongrong Gao, Huai-Xin Chen, Tian-Zhu Xiang
Pages: 340-355

Cross-scenario damaged building extraction network: Methodology, application, and efficiency using single-temporal HRRS imagery
Haifeng Wang, Wei He, Zhuohong Li, Naoto Yokoya
Pages: 228-248

Leak detection using thermal imagery: Deep learning versus traditional computer vision state-of-the-art
Elena Vollmer, Julian Ruck, Rebekka Volk, Frank Schultmann
Pages: 505-518

URSimulator: Human-perception-driven prompt tuning for enhanced virtual urban renewal via diffusion models
Chuanbo Hu, Shan Jia, Xin Li
Pages: 356-369

Improved multi-source remote sensing object detection network by geometry consistency constraint and Gaussian distribution alignment
Yungang Cao, Haibo Cheng, Baikai Sui, Yahui Zeng
Pages: 566-581

“Phenology description is all you need!” mapping unknown crop types with remote sensing time-series and LLM generated text alignment
Siyuan Wen, Wenzhi Zhao, Fengcheng Ji, Rui Peng, Liqiang Zhang, Qiao Wang
Pages: 141-165

GLD-Road: A global–local decoding road network extraction model for remote sensing images
Ligao Deng, Yupeng Deng, Yu Meng, Jingbo Chen, Zhihao Xi, Diyou Liu, Qifeng Chu
Pages: 741-755

Object detection from aerial multi-angle thermal infrared remote sensing images: Dataset and method
Chenchen Jiang, Huazhong Ren, Fengguang Li, Zhonghua Hong, Hongtao Huo, Junqiang Zhang, Jiuyuan Xin
Pages: 438-452

DPF-Net: Physical imaging model embedded data-driven underwater image enhancement
Han Mei, Kunqian Li, Shuaixin Liu, Chengzhi Ma, Qianli Jiang
Pages: 679-693

An unsupervised model-guided mutual-learning network for spatio-temporal fusion of satellite images
Huajing Wu, Kefei Zhang, Longjiang Li, Xuexi Liu, Dongsheng Zhao, Dangtong Zhu, Shuangshuang Shi, Suqin Wu, Zhongchao Shi
Pages: 16-27

On-demand, semantic EO data cubes – knowledge-based, semantic querying of multimodal data for mesoscale analyses anywhere on Earth
Felix Kröber, Martin Sudmanns, Lorena Abad, Dirk Tiede
Pages: 552-565

UC–Change: a classification-based time series change detection technique for improved forest disturbance mapping using multi-sensor imagery
Ilia Parshakov, Derek Peddle, Karl Staenz, Jinkai Zhang, Craig Coburn, Howard Cheng
Pages: 370-387

Deep learning-based road extraction from remote sensing imagery: Progress, problems, and perspectives
Xiaoyan Lu, Qihao Weng
Pages: 122-140

PL4U: Automated plane-based uncertainty evaluation and reduction method for indoor Mobile Laser Scanning systems
Ziyang Xu, Maximilian Hackl, Christoph Holst
Pages: 467-488

RSProtoSemiSeg: Semi-supervised semantic segmentation of high spatial resolution remote sensing images with probabilistic distribution prototypes
Wenjie Sun, Yujie Lei, Danfeng Hong, Zhongwen Hu, Qingquan Li, Jie Zhang
Pages: 771-784

Revealing critical mineralogical insights in extreme environments using deep learning technique on hyperspectral PRISMA satellite imagery: Dry Valleys, South Victoria Land, Antarctica
Jabar Habashi, Amin Beiranvand Pour, Aidy M. Muslim, Ali Moradi Afrapoli, Jong Kuk Hong, Yongcheol Park, Alireza Almasi, Laura Crispini, Mazlan Hashim, Milad Bagheri
Pages: 83-121

STFMamba: Spatiotemporal satellite image fusion network based on visual state space model
Min Zhao, Xiaolu Jiang, Bo Huang
Pages: 288-304

SinkSAM-Net: Knowledge-driven self-supervised sinkhole segmentation using topographic priors and Segment Anything Model
Osher Rafaeli, Tal Svoray, Ariel Nahlieli
Pages: 1-15

Cross-sensor adaptive semantic segmentation for mobile laser scanning point clouds based on continuous potential scene surface reconstruction
Haifeng Luo, Ziyi Chen, Feng Ye, Tianqiang Huang, Hanxian He, Wenyan Hu
Pages: 537-551

Unmixing frequency features for DEM super resolution
Zhuwei Wen, He Chen, Xianwei Zheng
Pages: 723-740

Enhancing LiDAR place recognition in challenging environments using Retrieval-Trigger-Reranking paradigm
Zhenghua Zhang, Zhihua Xu, Hu Liu, Xuan Wang, Qipeng Li, Xiaoxiang Cao, Guoliang Chen
Pages: 613-629

CISNet: Change information guided semantic segmentation network for automatic extraction of glacier calving fronts
Ji Zhao, Jiayu Tong, Tianhong Li, Yao Sun, Changliang Shao, Yuting Dong
Pages: 666-678

Guidance disentanglement network for Optics-Guided thermal UAV image super-resolution
Zhicheng Zhao, Juanjuan Gu, Chenglong Li, Chun Wang, Zhongling Huang, Jin Tang
Pages: 64-82

FTG-Net: A facade topology-aware graph network for class imbalance structural segmentation of building facades
Yufu Zang, Liu Xu, Zhen Cui, Xiongwu Xiao, Haiyan Guan, Bisheng Yang
Pages: 179-207

RO2-DETR: Rotation-equivariant oriented object detection transformer with 1D rotated convolution kernel
Min Dang, Gang Liu, Adams Wai-Kin Kong, Zhaolu Zheng, Nan Luo, Rong Pan
Pages: 166-178

QOSM-U2CANet: a deep learning framework for normalized oil spill thickness and concentration mapping using multispectral satellite imagery
Kai Du, Yi Ma, Zhongwei Li, Zongchen Jiang, Rongjie Liu, Junfang Yang
Pages: 420-437

Unsupervised deep learning for semantic segmentation of multispectral LiDAR forest point clouds
Lassi Ruoppa, Oona Oinonen, Josef Taher, Matti Lehtomäki, Narges Takhtkeshha, Antero Kukko, Harri Kaartinen, Juha Hyyppä
Pages: 694-722

PhenoSR: Enhancing organ-level phenotyping with super-resolution RGB UAV imagery for large-scale field experiments
Ruinan Zhang, Shichao Jin, Yi Wang, Jingrong Zang, Yu Wang, Ruofan Zhao, Yanjun Su, Jin Wu, Xiao Wang, Dong Jiang
Pages: 582-602

Incorporating prior knowledge and temporal memory transformer network for satellite video object tracking
Jiawei Zhou, Yanni Dong, Yuxiang Zhang, Bo Du
Pages: 630-647

Detecting the onset of rice field inundation in the Lower Mississippi River Basin via Harmonized Landsat Sentinel-2 (HLS) satellite time series
Yawen Deng, Bin Peng, Kaiyu Guan, Benjamin R.K. Runkle, Beatriz Moreno-García, Xiaocui Wu, Sheng Wang, Qu Zhou, Michele L. Reba
Pages: 28-43

SAR ship detection across different spaceborne platforms with confusion-corrected self-training and region-aware alignment framework
Shuang Liu, Dong Li, Haibo Song, Caizhi Fan, Ke Li, Jun Wan, Ruining Liu
Pages: 305-322

High-precision underwater turbidity removal for 3D structured light reconstruction using division-of-focal-plane polarization
Juncheng Han, Yuping Ye, Jixin Liang, Juan Zhao, Yi Chen, Xiujing Gao, Zhan Song
Pages: 453-466

Colour-informed ecoregion analysis highlights a satellite capability gap for spatially and temporally consistent freshwater cyanobacteria monitoring
Davide Lomeo, Stefan G.H. Simis, Nick Selmes, Anne D. Jungblut, Emma J. Tebbs
Pages: 323-339

Mapping snow-covered forest albedo via hybrid radiative transfer and machine learning across Northern Hemisphere
Siyong Chen, Pengfeng Xiao, Xueliang Zhang, Petri Pellikka, Hao Liu, Yantao Liu
Pages: 489-504

Editorial Board
Pages: ii

EEDNet: Edge and Edge Direction Network for simple and regular land parcel vectorization
Wei Wu, Shiyu Li, Haiping Yang, Yingpin Yang, Kun Li, Liao Yang, Zuohui Chen
Pages: 223-238

Test-time adaptation for geospatial point cloud semantic segmentation with distinct domain shifts
Puzuo Wang, Wei Yao, Jie Shao, Zhiyi He
Pages: 422-435

Integration of ground-based markerless photogrammetry for the geocoding of a ground-based SAR observation
Fathin Nurzaman, Yuta Izumi, Motoyuki Sato, Koki Urano, Shima Kawamura, Josaphat Tetuko Sri Sumantyo, Kaoru Ota, Mianxiong Dong, Wedyanto Kuntjoro
Pages: 323-335

A real-time image retrieval and localization method based on 360-degree panoramic visual feature maps
Wenwu Ou, Qingwu Hu, Mingyao Ai, Pengcheng Zhao, Shunli Wang, Xujie Zhang, Shuowen Huang
Pages: 351-365

Optimal approach to utilize multiple-pass ICESat-2 ATL03 data for satellite-derived empirical bathymetry
Bin Cao, Longhai Xiong, Hui Liu, Jinlin Chen, Hui Zhang, Shiwen Wu, Dehe Xu, Bincai Cao
Pages: 303-322

Cross-modal 2D-3D feature matching: simultaneous local feature description and detection across images and point clouds
Wei Ma, Yucheng Huang, Shengjun Tang, Xianwei Zheng, Zhen Dong, Liang Ge, Jianping Pan, Qingquan Li, Bing Wang
Pages: 155-169

A novel deep learning model for landslide mapping using cross-resolution change technique
Charles W.W. Ng, Tianli Pan, Peifeng Ma
Pages: 254-269

Causal learning-driven semantic segmentation for robust coral health status identification
Jiangying Qin, Ming Li, Deren Li, Armin Gruen, Jianya Gong, Xuan Liao
Pages: 78-91

Feature-based multimodal remote sensing image matching: Benchmark and state-of-the-art
Zhiling Geng, Haibo Liu, Puhong Duan, Xiaohui Wei, Shutao Li
Pages: 285-302

nUGV-1UAV robot swarms: low-altitude remote sensing-based decentralized planning framework in-field environments
Huaiqu Feng, Yudi Ruan, Dongfang Li, Te Xi, Yulei Pan, Yongwei Wang, Jun Wang
Pages: 32-48

ARTEMIS: A real-time efficient ortho-mapping and thematic identification system for UAV-based rapid response
Yijun Liu, Akram Akbar, Ting Yu, Yunlong Yu, Yuanhang Kong, Jingwen Gao, Honghao Wang, Yanyi Li, Hongduo Zhao, Chun Liu
Pages: 396-421

Simultaneous detection and restoration of building rooftop tree occlusion with a self-supervised diffusion process
Liu Jianhua, Xinyu Wang, Kaiqi Wang
Pages: 366-381

Unveiling diurnal aerosol layer height variability from space using deep learning
Yulong Fan, Lin Sun, Zhihui Wang, Shulin Pang, Jing Wei
Pages: 211-222

A systematic survey and meta-analysis of the segment anything model in remote sensing image processing: Challenges, advances, applications, and opportunities
Zhipeng Wan, Sheng Wang, Wei Han, Yuewei Wang, Xiaohui Huang, Xiaohan Zhang, Xiaodao Chen, Yunliang Chen
Pages: 436-466

Generalization of point-to-point matching for rigorous optimization in kinematic laser scanning
Aurélien Brun, Jakub Kolecki, Muyan Xiao, Luca Insolia, Elmar V. {van der Zwan}, Stéphane Guerrier, Jan Skaloud
Pages: 107-121

Analysis of seasonal distribution of chromophoric dissolved organic matter in turbid estuaries applying a novel semi-analytical algorithm
Partha A. Patil, Arjun Adhikari, Harilal B. Menon
Pages: 336-350

Polarization-Guided unsupervised convection networks for marine velocity field recovery
Yang Guo, Naifu Yao, Xi Lin, Ning Li, Yongqiang Zhao, Seong G. Kong
Pages: 17-31

An automated method for estimating fractional vegetation cover from camera-based field measurements: Saturation-adaptive threshold for ExG (SATE)
Xuemiao Ye, Wenquan Zhu, Ruoyang Liu, Bangke He, Xinyi Yang, Cenliang Zhao
Pages: 170-187

Scale-aware co-visible region detection for image matching
Xu Pan, Zimin Xia, Xianwei Zheng
Pages: 122-137

PAMSNet: A point annotation-driven multi-source network for remote sensing semantic segmentation
Yuanhao Zhao, Mingming Jia, Genyun Sun, Aizhu Zhang
Pages: 1-16

Edge-constrained temporal superpixel segmentation and graph-structured energy optimization for PolSAR change detection
Nengcai Li, Deliang Xiang, Huaiyue Ding, Yuzhen Xie, Yi Su
Pages: 49-64

Sea Level Anomaly prediction with TSTA-enhanced UNet
Qinxuan Wang, Jun Bai, Yineng Li, Shiming Xiang, Xiaoqing Chu, Yue Sun, Tielin Zhang
Pages: 382-395

CGSL: Commonality graph structure learning for unsupervised multimodal change detection
Jianjian Xu, Tongfei Liu, Tao Lei, Hongruixuan Chen, Naoto Yokoya, Zhiyong Lv, Maoguo Gong
Pages: 92-106

Reconstructing systematically missing NDVI time series in cropland: A GAN-based approach using optical and SAR data
Hangyu Dai, Miao Fang, Jinglu Tan, Zhenyu Xu, Ya Guo
Pages: 270-284

City-level aerial geo-localization based on map matching network
Yong Tang, Jingyi Zhang, Jianhua Gong, Yi Li, Banghui Yang
Pages: 65-77

Research on adaptive ocean remote sensing target detection framework: An efficient solution based on the broad learning system
Guangxi Cui, Ka-Veng Yuen, Zhongya Cai, Zhiqiang Liu, Guangtao Zhang
Pages: 188-210

MOSAIC-Tracker: Mutual-enhanced Occlusion-aware Spatiotemporal Adaptive Identity Consistency network for aerial multi-object tracking
Jian Zou, Wei Zhang, Qiang Li, Qi Wang
Pages: 138-154

Enhanced agricultural land use/land cover classification in the Nile Delta using Sentinel-1 and Sentinel-2 data and machine learning
Mona Maze, Samar Attaher, Mohamed O. Taqi, Rania Elsawy, Manal M.H. {Gad El-Moula}, Fadl A. Hashem, Ahmed S. Moussa
Pages: 239-253

FeatureGS: Eigenvalue-feature optimization in 3D Gaussian Splatting for geometrically accurate and artifact-reduced reconstruction
Miriam Jäger, Markus Hillemann, Boris Jutzi
Article: 100100

Drone imaging-based wall-to-wall processing pipelines for individual tree level inventory in boreal forest plots
Olli Nevalainen, Niko Koivumäki, Raquel {Alves de Oliveira}, Teemu Hakala, Roope Näsi, Xinlian Liang, Yunsheng Wang, Juha Hyyppä, Eija Honkavaara
Article: 100099

A structured review and taxonomy of next-best-view strategies for 3D reconstruction
Bashar Alsadik, Hussein Alwan Mahdi, Nagham Amer Abdulateef
Article: 100098

The potential & limitations of monoplotting in cross-view geo-localization conditions
Bradley J. Koskowich, Michael J. Starek, Scott A. King
Article: 100090

Evaluating the role of training data origin for country-scale cropland mapping in data-scarce regions: A case study of Nigeria
Joaquin Gajardo, Michele Volpi, Daniel Onwude, Thijs Defraeye
Article: 100091

Asynchronous Lidar: Proof-of-concept simulation and demonstration tests
Craig L. Glennie, Luyen K. Bui, Francisco Haces-Garcia, Derek D. Lichti
Article: 100096

Efficient tree mapping through deep distance transform (DDT) learning
Jan Schindler, Ziyi Sun, Bing Xue, Mengjie Zhang
Article: 100095

A method for extracting water surface and hydrophytic vegetation from ICESat-2 data in wetlands
Rong Zhao, Shijuan Gao, Kun Zhang, Defang Li, Yi Li
Article: 100097

From gaps to granularity: CRPAG-DSHAT based multi-modal deep learning framework for DEM void repair and super-resolution reconstruction in Himalayas
Sayantan Mandal, Ashis Kumar Saha
Article: 100101

Permanent terrestrial laser scanning for near-continuous environmental observations: Systems, methods, challenges and applications
Roderik Lindenbergh, Katharina Anders, Mariana Campos, Daniel Czerwonka-Schröder, Bernhard Höfle, Mieke Kuschnerus, Eetu Puttonen, Rainer Prinz, Martin Rutzinger, Annelies Voordendag, Sander Vos
Article: 100094

Virtual replication of sediment cores for geoarchaeological research in Uruk-Warka (Iraq)
Max Haibt, Felix Reize, Helmut Brückner, Jörg W.E. Fassbinder, Margarete {van Ess}
Article: 100093

An end-to-end deep learning solution for automated LiDAR tree detection in the urban environment
Julian R. Rice, G. Andrew Fricker, Jonathan Ventura
Article: 100092