Hyperspectral Remote Sensing Image Classification based on Decision Level Fusion. - Peijun Du; Wei Zhang 156; Shubi Zhang; Junshi Xia (IGARSS (4), 2009)

Extraction of urban impervious surface from hyperspectral remote sensing image. - Peijun Du; Junshi Xia; Wen Cao; Xiaoling Wang (WHISPERS, 2010)

Fusion of difference images for change detection in urban areas. - Sicong Liu 001; Peijun Du; Paolo Gamba; Junshi Xia (JURSE, 2011)

Monitoring urban impervious surface area change using CBERS and HJ-1 remote sensing images. - Junshi Xia; Peijun Du; Huapeng Zhang; Linshan Yuan (JURSE, 2011)

Hyperspectral remote sensing image classification based on the integration of support vector machine and random forest. - Peijun Du; Junshi Xia; Jocelyn Chanussot; Xiyan He (IGARSS, 2012)

Pansharpening using total variation regularization. - Xiyan He; Laurent Condat; Jocelyn Chanussot; Junshi Xia (IGARSS, 2012)

Semi-supervised dimensionality reduction for hyperspectral remote sensing image classification. - Junshi Xia; Jocelyn Chanussot; Peijun Du; Xiyan He (WHISPERS, 2012)

Multiple Classifier System for Remote Sensing Image Classification: A Review. - Peijun Du; Junshi Xia; Wei Zhang 156; Kun Tan; Yi Liu 017; Sicong Liu 001 (Sensors, 2012)

Fusion of Difference Images for Change Detection Over Urban Areas. - Peijun Du; Sicong Liu 001; Paolo Gamba; Kun Tan; Junshi Xia (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2012)

MRF-Based Multiple Classifier System for Hyperspectral Remote Sensing Image Classification. - Junshi Xia; Peijun Du; Xiyan He (MCS, 2013)

Information fusion techniques for change detection from multi-temporal remote sensing images. - Peijun Du; Sicong Liu 001; Junshi Xia; Yindi Zhao (Inf. Fusion, 2013)

Hyperspectral Remote Sensing Image Classification Based on Rotation Forest. - Junshi Xia; Peijun Du; Xiyan He; Jocelyn Chanussot (IEEE Geosci. Remote. Sens. Lett., 2014)

Remote Sensing Image Interpretation for Urban Environment Analysis: Methods, System and Examples. - Peijun Du; Pei Liu 005; Junshi Xia; Li Feng; Sicong Liu 001; Kun Tan; Liang Cheng 003 (Remote. Sens., 2014)

(Semi-) Supervised Probabilistic Principal Component Analysis for Hyperspectral Remote Sensing Image Classification. - Junshi Xia; Jocelyn Chanussot; Peijun Du; Xiyan He (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014)

A New Pansharpening Method Based on Spatial and Spectral Sparsity Priors. - Xiyan He; Laurent Condat; José M. Bioucas-Dias; Jocelyn Chanussot; Junshi Xia (IEEE Trans. Image Process., 2014)

Rotation-Based Ensemble Classifiers for High-Dimensional Data. - Junshi Xia; Jocelyn Chanussot; Peijun Du; Xiyan He (Fusion in Computer Vision, 2014)

Semi-supervised graph fusion of hyperspectral and lidar data for classification. - Wenzhi Liao; Junshi Xia; Peijun Du; Wilfried Philips (IGARSS, 2015)

Combining rotation forest and multi-scale segmentation for the classification of hyperspectral data. - Jike Chen; Junshi Xia; Peijun Du; Jocelyn Chanussot (WHISPERS, 2015)

Improving Random Forest With Ensemble of Features and Semisupervised Feature Extraction. - Junshi Xia; Wenzhi Liao; Jocelyn Chanussot; Peijun Du; Guanghan Song; Wilfried Philips (IEEE Geosci. Remote. Sens. Lett., 2015)

Spectral Indices for Estimating Exposed Carbonate Rock Fraction in Karst Areas of Southwest China. - Xiangjian Xie; Peijun Du; Junshi Xia; Jieqiong Luo (IEEE Geosci. Remote. Sens. Lett., 2015)

Spectral-Spatial Classification for Hyperspectral Data Using Rotation Forests With Local Feature Extraction and Markov Random Fields. - Junshi Xia; Jocelyn Chanussot; Peijun Du; Xiyan He (IEEE Trans. Geosci. Remote. Sens., 2015)

Random Subspace Ensembles for Hyperspectral Image Classification With Extended Morphological Attribute Profiles. - Junshi Xia; Mauro Dalla Mura; Jocelyn Chanussot; Peijun Du; Xiyan He (IEEE Trans. Geosci. Remote. Sens., 2015)

Classification of hyperspectral data with ensemble of subspace ICA and edge-preserving filtering. - Junshi Xia; Lionel Bombrun; Tülay Adali; Yannick Berthoumieu; Christian Germain (ICASSP, 2016)

Multiple features learning via rotation strategy. - Junshi Xia; Lionel Bombrun; Yannick Berthoumieu; Christian Germain (ICIP, 2016)

Combining Morphological Attribute Profiles via an Ensemble Method for Hyperspectral Image Classification. - Rui Bao; Junshi Xia; Mauro Dalla Mura; Peijun Du; Jocelyn Chanussot; Jinchang Ren (IEEE Geosci. Remote. Sens. Lett., 2016)

Class-Separation-Based Rotation Forest for Hyperspectral Image Classification. - Junshi Xia; Nicola Falco; Jón Atli Benediktsson; Jocelyn Chanussot; Peijun Du (IEEE Geosci. Remote. Sens. Lett., 2016)

Kernel Supervised Ensemble Classifier for the Classification of Hyperspectral Data Using Few Labeled Samples. - Jike Chen; Junshi Xia; Peijun Du; Jocelyn Chanussot; Zhaohui Xue; Xiangjian Xie (Remote. Sens., 2016)

Combining Rotation Forest and Multiscale Segmentation for the Classification of Hyperspectral Data. - Jike Chen; Junshi Xia; Peijun Du; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016)

Spectral-Spatial Classification of Hyperspectral Images Using ICA and Edge-Preserving Filter via an Ensemble Strategy. - Junshi Xia; Lionel Bombrun; Tülay Adali; Yannick Berthoumieu; Christian Germain (IEEE Trans. Geosci. Remote. Sens., 2016)

Rotation-Based Support Vector Machine Ensemble in Classification of Hyperspectral Data With Limited Training Samples. - Junshi Xia; Jocelyn Chanussot; Peijun Du; Xiyan He (IEEE Trans. Geosci. Remote. Sens., 2016)

A novel ensemble classifier of hyperspectral and LiDAR data using morphological features. - Junshi Xia; Naoto Yokoya; Akira Iwasaki (ICASSP, 2017)

Multiple composite kernel learning for hyperspectral image classification. - Peijun Du; Junshi Xia; Pedram Ghamisi; Akira Iwasaki; Jón Atli Benediktsson (IGARSS, 2017)

Hyperspectral image classification with partial least square forest. - Junshi Xia; Naoto Yokoya; Akira Iwasaki (IGARSS, 2017)

Ensemble of transfer component analysis for domain adaptation in hyperspectral remote sensing image classification. - Junshi Xia; Naoto Yokoya; Akira Iwasaki (IGARSS, 2017)

Multimodal, multitemporal, and multisource global data fusion for local climate zones classification based on ensemble learning. - Naoto Yokoya; Pedram Ghamisi; Junshi Xia (IGARSS, 2017)

Kernel Fused Representation-Based Classifier for Hyperspectral Imagery. - Le Gan; Peijun Du; Junshi Xia; Yaping Meng (IEEE Geosci. Remote. Sens. Lett., 2017)

Dissimilarity-Weighted Sparse Representation for Hyperspectral Image Classification. - Le Gan; Junshi Xia; Peijun Du; Zhigang Xu (IEEE Geosci. Remote. Sens. Lett., 2017)

Performance Evaluation of Downscaling Sentinel-2 Imagery for Land Use and Land Cover Classification by Spectral-Spatial Features. - Hongrui Zheng; Peijun Du; Jike Chen; Junshi Xia; Erzhu Li; Zhigang Xu; Xiaojuan Li; Naoto Yokoya (Remote. Sens., 2017)

Spectral-Spatial Rotation Forest for Hyperspectral Image Classification. - Junshi Xia; Lionel Bombrun; Yannick Berthoumieu; Christian Germain; Peijun Du (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017)

Hyperspectral Image Classification With Rotation Random Forest Via KPCA. - Junshi Xia; Nicola Falco; Jón Atli Benediktsson; Peijun Du; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017)

Integrating Multilayer Features of Convolutional Neural Networks for Remote Sensing Scene Classification. - Erzhu Li; Junshi Xia; Peijun Du; Cong Lin 002; Alim Samat (IEEE Trans. Geosci. Remote. Sens., 2017)

Hyperspectral Image Classification With Canonical Correlation Forests. - Junshi Xia; Naoto Yokoya; Akira Iwasaki (IEEE Trans. Geosci. Remote. Sens., 2017)

Multiple Sources Data Fusion Via Deep Forest. - Junshi Xia; Zuheng Ming; Akira Iwasaki (IGARSS, 2018)

Boosting for Domain Adaptation Extreme Learning Machines for Hyperspectral Image Classification. - Junshi Xia; Naoto Yokoya; Akira Iwasaki (IGARSS, 2018)

Small Size Class Preserving Classification Based on Segmentation for Hyperspectral Data. - Tatsuya Yamada; Junshi Xia; Akira Iwasaki (IGARSS, 2018)

Fusion of Hyperspectral and LiDAR Data With a Novel Ensemble Classifier. - Junshi Xia; Naoto Yokoya; Akira Iwasaki (IEEE Geosci. Remote. Sens. Lett., 2018)

Multisource Earth Observation Data for Land-Cover Classification Using Random Forest. - Zhigang Xu; Jike Chen; Junshi Xia; Peijun Du; Hongrui Zheng; Le Gan (IEEE Geosci. Remote. Sens. Lett., 2018)

Mapping Urban Land Cover of a Large Area Using Multiple Sensors Multiple Features. - Jike Chen; Peijun Du; Changshan Wu; Junshi Xia; Jocelyn Chanussot (Remote. Sens., 2018)

Object-Based Change Detection in Urban Areas from High Spatial Resolution Images Based on Multiple Features and Ensemble Learning. - Xin Wang 032; Sicong Liu 001; Peijun Du; Hao Liang; Junshi Xia; Yunfeng Li (Remote. Sens., 2018)

Class-Oriented Weighted Kernel Sparse Representation With Region-Level Kernel for Hyperspectral Imagery Classification. - Le Gan; Junshi Xia; Peijun Du; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018)

Open Data for Global Multimodal Land Use Classification: Outcome of the 2017 IEEE GRSS Data Fusion Contest. - Naoto Yokoya; Pedram Ghamisi; Junshi Xia; Sergey Sukhanov; Roel Heremans; Ivan Tankoyeu; Benjamin Bechtel; Bertrand Le Saux; Gabriele Moser; Devis Tuia (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018)

Multikernel Adaptive Collaborative Representation for Hyperspectral Image Classification. - Peijun Du; Le Gan; Junshi Xia; Daming Wang (IEEE Trans. Geosci. Remote. Sens., 2018)

Multiple Feature Kernel Sparse Representation Classifier for Hyperspectral Imagery. - Le Gan; Junshi Xia; Peijun Du; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2018)

Random Forest Ensembles and Extended Multiextinction Profiles for Hyperspectral Image Classification. - Junshi Xia; Pedram Ghamisi; Naoto Yokoya; Akira Iwasaki (IEEE Trans. Geosci. Remote. Sens., 2018)

Classification of Hyperspectral and Lidar with Deep Rotation Forest. - Junshi Xia; Zuheng Ming (ICASSP, 2019)

Ensemble Margin Based Semi-Supervised Random Forest for the Classification of Hyperspectral Image with Limited Training Data. - Wei Feng 004; Wenjiang Huang; Gabriel Dauphin; Junshi Xia; Yinghui Quan; Huichun Ye; Yingying Dong (IGARSS, 2019)

Cross-Domain-Classification of Tsunami Damage Via Data Simulation and Residual-Network-Derived Features From Multi-Source Images. - Bruno Adriano; Naoto Yokoya; Junshi Xia; Gerald Baier; Shunichi Koshimura (IGARSS, 2019)

Robust Nonlocal Low-Rank Sar Stack Despeckling With Application To Change Detection. - Gerald Baier; Wei He 003; Bruno Adriano; Junshi Xia; Naoto Yokoya (IGARSS, 2019)

Fusion of Multispectral Image and Airborne LiDAR Data for the Classification of Urban Area with Rotation Forest. - Jike Chen; Junshi Xia; Shuanggen Jin; Peijun Du; Zhigang Xu (IGARSS, 2019)

Mangrove Species Mapping Using Sentinel-1 and Sentinel-2 Data in North Vietnam. - Tien Dat Pham 001; Junshi Xia; Gerald Baier; Nga Nhu Le; Naoto Yokoya (IGARSS, 2019)

Building Damage Mapping Via Transfer Learning. - Junshi Xia; Bruno Adriano; Gerald Baier; Naoto Yokoya (IGARSS, 2019)

FaceLiveNet+: A Holistic Networks For Face Authentication Based On Dynamic Multi-task Convolutional Neural Networks. - Zuheng Ming; Junshi Xia; Muhammad Muzzamil Luqman; Jean-Christophe Burie; Kaixing Zhao (CoRR, 2019)

Dynamic Multi-Task Learning for Face Recognition with Facial Expression. - Zuheng Ming; Junshi Xia; Muhammad Muzzamil Luqman; Jean-Christophe Burie; Kaixing Zhao (CoRR, 2019)

Multi-Source Data Fusion Based on Ensemble Learning for Rapid Building Damage Mapping during the 2018 Sulawesi Earthquake and Tsunami in Palu, Indonesia. - Bruno Adriano; Junshi Xia; Gerald Baier; Naoto Yokoya; Shunichi Koshimura (Remote. Sens., 2019)

Automatic Updating of Land Cover Maps in Rapidly Urbanizing Regions by Relational Knowledge Transferring from GlobeLand30. - Cong Lin 002; Peijun Du; Alim Samat; Erzhu Li; Xin Wang 032; Junshi Xia (Remote. Sens., 2019)

A Review of Remote Sensing Approaches for Monitoring Blue Carbon Ecosystems: Mangroves, Seagrassesand Salt Marshes during 2010-2018. - Tien-Dat Pham; Junshi Xia; Nam Thang Ha; Dieu Tien Bui; Nga Nhu Le; Wataru Takeuchi (Sensors, 2019)

Feature and Model Level Fusion of Pretrained CNN for Remote Sensing Scene Classification. - Peijun Du; Erzhu Li; Junshi Xia; Alim Samat; Xuyu Bai (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019)

Damage Characterization in Urban Environments from Multitemporal Remote Sensing Datasets Built from Previous Events. - Bruno Adriano; Junshi Xia; Naoto Yokoya; Hiroyuki Miura; Masashi Matsuoka; Shunichi Koshimura (IGARSS, 2020)

Learning from Multimodal and Multitemporal Earth Observation Data for Building Damage Mapping. - Bruno Adriano; Naoto Yokoya; Junshi Xia; Hiroyuki Miura; Wen Liu 001; Masashi Matsuoka; Shunichi Koshimura (CoRR, 2020)

Hyperspectral and LiDAR Classification With Semisupervised Graph Fusion. - Junshi Xia; Wenzhi Liao; Peijun Du (IEEE Geosci. Remote. Sens. Lett., 2020)

Estimating Mangrove Above-Ground Biomass Using Extreme Gradient Boosting Decision Trees Algorithm with Fused Sentinel-2 and ALOS-2 PALSAR-2 Data in Can Gio Biosphere Reserve, Vietnam. - Tien Dat Pham 001; Nga Nhu Le; Nam Thang Ha; Luong Viet Nguyen; Junshi Xia; Naoto Yokoya; Tu Trong To; Hong Xuan Trinh; Lap Quoc Kieu; Wataru Takeuchi (Remote. Sens., 2020)

Ensemble Learning Approaches Based on Covariance Pooling of CNN Features for High Resolution Remote Sensing Scene Classification. - Sara Akodad; Lionel Bombrun; Junshi Xia; Yannick Berthoumieu; Christian Germain (Remote. Sens., 2020)

A Multi-Scale Superpixel-Guided Filter Feature Extraction and Selection Approach for Classification of Very-High-Resolution Remotely Sensed Imagery. - Sicong Liu 001; Qing Hu; Xiaohua Tong; Junshi Xia; Qian Du 001; Alim Samat; Xiaolong Ma (Remote. Sens., 2020)

Comparison of Machine Learning Methods for Estimating Mangrove Above-Ground Biomass Using Multiple Source Remote Sensing Data in the Red River Delta Biosphere Reserve, Vietnam. - Tien Dat Pham 001; Naoto Yokoya; Junshi Xia; Nam Thang Ha; Nga Nhu Le; Thi Thu Trang Nguyen; Thi Huong Dao; Thi-Huong-Giang Vu; Tien Duc Pham; Wataru Takeuchi (Remote. Sens., 2020)

An Effective Method for Detecting Clouds in GaoFen-4 Images of Coastal Zones. - Zheng Wang 070; Jun Du; Junshi Xia; Cheng Chen; Qun Zeng; Liqiao Tian; Lihui Wang; Zhihua Mao (Remote. Sens., 2020)

Probabilistic Mangrove Species Mapping with Multiple-Source Remote-Sensing Datasets Using Label Distribution Learning in Xuan Thuy National Park, Vietnam. - Junshi Xia; Naoto Yokoya; Tien Dat Pham 001 (Remote. Sens., 2020)

Enabling the Big Earth Observation Data via Cloud Computing and DGGS: Opportunities and Challenges. - Xiaochuang Yao; Guoqing Li; Junshi Xia; Jin Ben; Qianqian Cao; Long Zhao; Yue Ma; Lianchong Zhang; Dehai Zhu (Remote. Sens., 2020)

Estimation of All-Weather 1 km MODIS Land Surface Temperature for Humid Summer Days. - Cheolhee Yoo; Jungho Im; Dongjin Cho; Naoto Yokoya; Junshi Xia; Benjamin Bechtel (Remote. Sens., 2020)

An Improved Feature Set for Hyperspectral Image Classification: Harmonic Analysis Optimized by Multiscale Guided Filter. - Wei Zhang 156; Peijun Du; Cong Lin 002; Pingjie Fu; Xin Wang 032; Xuyu Bai; Hongrui Zheng; Junshi Xia; Alim Samat (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020)

Building Damage Mapping with Self-PositiveUnlabeled Learning. - Junshi Xia; Naoto Yokoya; Bruno Adriano (CoRR, 2021)

Semi-supervised rotation forest based on ensemble margin theory for the classification of hyperspectral image with limited training data. - Wei Feng 004; Yinghui Quan; Gabriel Dauphin; Qiang Li 029; Lianru Gao; Wenjiang Huang; Junshi Xia; Wentao Zhu; Mengdao Xing (Inf. Sci., 2021)

Identifying Damaged Buildings in Aerial Images Using the Object Detection Method. - Lingfei Shi; Feng Zhang 009; Junshi Xia; Jibo Xie; Zhe Zhang 040; Zhenhong Du; Renyi Liu (Remote. Sens., 2021)

Building Damage Detection Using U-Net with Attention Mechanism from Pre- and Post-Disaster Remote Sensing Datasets. - Chuyi Wu; Feng Zhang 009; Junshi Xia; Yichen Xu; Guoqing Li; Jibo Xie; Zhenhong Du; Renyi Liu (Remote. Sens., 2021)

GPU-Accelerated CatBoost-Forest for Hyperspectral Image Classification Via Parallelized mRMR Ensemble Subspace Feature Selection. - Alim Samat; Erzhu Li; Peijun Du; Sicong Liu 001; Junshi Xia (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021)

A Benchmark High-Resolution GaoFen-3 SAR Dataset for Building Semantic Segmentation. - Junshi Xia; Naoto Yokoya; Bruno Adriano; Lianchong Zhang; Guoqing Li; Zhigang Wang (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021)

Deep Ensemble Learning Model Based on Covariance Pooling of Multi-Layer CNN Features. - Sara Akodad; Lionel Bombrun; Maria Puscasu; Junshi Xia; Christian Germain; Yannick Berthoumieu (ICIP, 2022)

Channel Attention-Based Temporal Convolutional Network for Satellite Image Time Series Classification. - Pengfei Tang; Peijun Du; Junshi Xia; Peng Zhang 059; Wei Zhang 156 (IEEE Geosci. Remote. Sens. Lett., 2022)

Landslide Extraction Using Mask R-CNN with Background-Enhancement Method. - Ruilin Yang; Feng Zhang 009; Junshi Xia; Chuyi Wu (Remote. Sens., 2022)

Flood Detection Using Multiple Chinese Satellite Datasets during 2020 China Summer Floods. - Lianchong Zhang; Junshi Xia (Remote. Sens., 2022)

DisOptNet: Distilling Semantic Knowledge From Optical Images for Weather-Independent Building Segmentation. - Jian Kang 005; Zhirui Wang; Ruoxin Zhu; Junshi Xia; Xian Sun; Rubén Fernández-Beltran; Antonio Plaza (IEEE Trans. Geosci. Remote. Sens., 2022)

DML: Differ-Modality Learning for Building Semantic Segmentation. - Junshi Xia; Naoto Yokoya; Gerald Baier (IEEE Trans. Geosci. Remote. Sens., 2022)

OpenEarthMap: A Benchmark Dataset for Global High-Resolution Land Cover Mapping. - Junshi Xia; Naoto Yokoya; Bruno Adriano; Clifford Broni-Bediako (Zenodo, 2022)

OpenEarthMap: A Benchmark Dataset for Global High-Resolution Land Cover Mapping. - Junshi Xia; Naoto Yokoya; Bruno Adriano; Clifford Broni-Bediako (WACV, 2023)

Real-Time Semantic Segmentation: A Brief Survey & Comparative Study in Remote Sensing. - Clifford Broni-Bediako; Junshi Xia; Naoto Yokoya (CoRR, 2023)

Land-cover change detection using paired OpenStreetMap data and optical high-resolution imagery via object-guided Transformer. - Hongruixuan Chen; Cuiling Lan; Jian Song 010; Clifford Broni-Bediako; Junshi Xia; Naoto Yokoya (CoRR, 2023)

National High-Resolution Cropland Classification of Japan with Agricultural Census Information and Multi-temporal Multi-modality datasets. - Junshi Xia; Naoto Yokoya; Bruno Adriano; Keiichiro Kanemoto (Zenodo, 2023)

Editorial for Special Issue "Remote Sensing for Coastal and Aquatic Ecosystems' Monitoring and Biodiversity Management". - Simona Niculescu; Junshi Xia; Dar A. Roberts (Remote. Sens., 2023)

National high-resolution cropland classification of Japan with agricultural census information and multi-temporal multi-modality datasets. - Junshi Xia; Naoto Yokoya; Bruno Adriano; Keiichiro Kanemoto (Int. J. Appl. Earth Obs. Geoinformation, 2023)

Scene-level buildings damage recognition based on Cross Conv-Transformer. - Lingfei Shi; Feng Zhang 009; Junshi Xia; Jibo Xie (Int. J. Digit. Earth, 2023)

Unsupervised Domain Adaptation Architecture Search with Self-Training for Land Cover Mapping. - Clifford Broni-Bediako; Junshi Xia; Naoto Yokoya (CVPR Workshops, 2024)

When Daformer Meets Multi-Modality Datasets. - Damian Ibañez; Junshi Xia; Naoto Yokoya (IGARSS, 2024)

OpenEarthMap Benchmark Suite and Its Applications. - Naoto Yokoya; Junshi Xia; Clifford Broni-Bediako; Jian Song 010; Hongruixuan Chen (IGARSS, 2024)

SynRS3D: A Synthetic Dataset for Global 3D Semantic Understanding from Monocular Remote Sensing Imagery. - Jian Song 010; Hongruixuan Chen; Weihao Xuan; Junshi Xia; Naoto Yokoya (NeurIPS, 2024)

Estimates and dynamics of surface water extent in the Yangtze Plain from Sentinel-1&2 observations. - Shanchuan Guo; Yu Chen 014; Peng Zhang 059; Wei Zhang 156; Pengfei Tang; Hong Fang; Junshi Xia; Peijun Du (Int. J. Appl. Earth Obs. Geoinformation, 2024)

Submeter-level land cover mapping of Japan. - Naoto Yokoya; Junshi Xia; Clifford Broni-Bediako (Int. J. Appl. Earth Obs. Geoinformation, 2024)

ChangeMamba: Remote Sensing Change Detection with Spatio-Temporal State Space Model. - Hongruixuan Chen; Jian Song 010; Chengxi Han; Junshi Xia; Naoto Yokoya (CoRR, 2024)

Generalized Few-Shot Semantic Segmentation in Remote Sensing: Challenge and Benchmark. - Clifford Broni-Bediako; Junshi Xia; Jian Song 010; Hongruixuan Chen; Mennatullah Siam; Naoto Yokoya (IEEE Geosci. Remote. Sens. Lett., 2024)

ObjFormer: Learning Land-Cover Changes From Paired OSM Data and Optical High-Resolution Imagery via Object-Guided Transformer. - Hongruixuan Chen; Cuiling Lan; Jian Song 010; Clifford Broni-Bediako; Junshi Xia; Naoto Yokoya (IEEE Trans. Geosci. Remote. Sens., 2024)

ChangeMamba: Remote Sensing Change Detection With Spatiotemporal State Space Model. - Hongruixuan Chen; Jian Song 010; Chengxi Han; Junshi Xia; Naoto Yokoya (IEEE Trans. Geosci. Remote. Sens., 2024)

Frequency-Based Optimal Style Mix for Domain Generalization in Semantic Segmentation of Remote Sensing Images. - Reo Iizuka; Junshi Xia; Naoto Yokoya (IEEE Trans. Geosci. Remote. Sens., 2024)

A Coupled Tensor Double-Factor Method for Hyperspectral and Multispectral Image Fusion. - Ting Xu; Ting-Zhu Huang; Liang-Jian Deng; Jin-Liang Xiao; Clifford Broni-Bediako; Junshi Xia; Naoto Yokoya (IEEE Trans. Geosci. Remote. Sens., 2024)

A Novel Remote Sensing Image Change Detection Approach Based on Multilevel State Space Model. - Zhongyu Zhang; Xuanmei Fan; Xin Wang 032; Yingxiang Qin; Junshi Xia (IEEE Trans. Geosci. Remote. Sens., 2024)

OpenEarthMap Land Cover Mapping Few-Shot Learning Challenge. - Clifford Broni-Bediako; Junshi Xia; Jian Song 010; Hongruixuan Chen; Naoto Yokoya (Zenodo, 2024)

Rapid mapping of volcanic eruption building damage: A model based on prior knowledge and few-shot fine-tuning. - Zeyu Wang; Feng Zhang 009; Chuyi Wu; Junshi Xia (Int. J. Appl. Earth Obs. Geoinformation, 2024)

OpenEarthMap Land Cover Mapping Few-Shot Learning Challenge. - Clifford Broni-Bediako; Junshi Xia; Jian Song 010; Hongruixuan Chen; Naoto Yokoya (Zenodo, 2024)

OpenMapCD: A Multimodal Benchmark Dataset for Change Detection Between Optical Remote Sensing and Map Data. - Hongruixuan Chen; Cuiling Lan; Jian Song 010; Clifford Broni-Bediako; Junshi Xia; Naoto Yokoya (Zenodo, 2024)

SynRS3D : A Synthetic Dataset for Global 3D Semantic Understanding from Monocular Remote Sensing Imagery. - Jian Song 010; Hongruixuan Chen; Weihao Xuan; Junshi Xia; Naoto Yokoya (Zenodo, 2024)

Inter-Sensor High-Resolution and Multi-Temporal Image Fusion for Unsupervised Domain Adaptation in Remote Sensing. - Damian Ibañez; Junshi Xia; Naoto Yokoya; Filiberto Pla; Rubén Fernández-Beltran (IEEE Trans. Geosci. Remote. Sens., 2025)

UM2Former: U-Shaped Multimixed Transformer Network for Large-Scale Hyperspectral Image Semantic Segmentation. - Aijun Xu; Zhaohui Xue; Ziyu Li; Shun Cheng; Hongjun Su; Junshi Xia (IEEE Trans. Geosci. Remote. Sens., 2025)

BRIGHT: A globally distributed multimodal building damage assessment dataset with very-high-resolution for all-weather disaster response. - Hongruixuan Chen; Jian Song 010; Olivier Dietrich; Clifford Broni-Bediako; Weihao Xuan; Junjue Wang; Xinlei Shao; Yimin Wei 008; Junshi Xia; Cuiling Lan; Konrad Schindler; Naoto Yokoya (Zenodo, 2025)

OpenEarthMap-SAR: A Benchmark Synthetic Aperture Radar Dataset for Global High-Resolution Land Cover Mapping. - Junshi Xia; Hongruixuan Chen; Clifford Broni-Bediako; Yimin Wei 008; Jian Song 010; Naoto Yokoya (Zenodo, 2025)

BRIGHT: A globally distributed multimodal building damage assessment dataset with very-high-resolution for all-weather disaster response. - Hongruixuan Chen; Jian Song 010; Olivier Dietrich; Clifford Broni-Bediako; Weihao Xuan; Junjue Wang; Xinlei Shao; Yimin Wei 008; Junshi Xia; Cuiling Lan; Konrad Schindler; Naoto Yokoya (CoRR, 2025)

OpenEarthMap-SAR: A Benchmark Synthetic Aperture Radar Dataset for Global High-Resolution Land Cover Mapping. - Junshi Xia; Hongruixuan Chen; Clifford Broni-Bediako; Yimin Wei 008; Jian Song 010; Naoto Yokoya (CoRR, 2025)

BRIGHT: A globally distributed multimodal building damage assessment dataset with very-high-resolution for all-weather disaster response. - Hongruixuan Chen; Jian Song 010; Olivier Dietrich; Clifford Broni-Bediako; Weihao Xuan; Junjue Wang; Xinlei Shao; Yimin Wei 008; Junshi Xia; Cuiling Lan; Konrad Schindler; Naoto Yokoya (Zenodo, 2025)

OpenEarthMap-SAR: A Benchmark Synthetic Aperture Radar Dataset for Global High-Resolution Land Cover Mapping. - Junshi Xia; Hongruixuan Chen; Clifford Broni-Bediako; Yimin Wei 008; Jian Song 010; Naoto Yokoya (Zenodo, 2025)

SARLANG-1M: A Benchmark for Vision-Language Modeling in SAR Image Understanding. - Yimin Wei 008; Aoran Xiao; Yexian Ren; Yuting Zhu; Hongruixuan Chen; Junshi Xia; Naoto Yokoya (CoRR, 2025)

Multi-modal consistent loss diffusion model for Sentinel-3 single image super resolution. - Damian Ibañez; Rubén Fernández-Beltran; Filiberto Pla; Naoto Yokoya; Junshi Xia (Neural Comput. Appl., 2025)

DynamicVL: Benchmarking Multimodal Large Language Models for Dynamic City Understanding. - Weihao Xuan; Junjue Wang; Heli Qi; Zihang Chen 001; Zhuo Zheng; Yanfei Zhong; Junshi Xia; Naoto Yokoya (CoRR, 2025)

DisasterM3: A Remote Sensing Vision-Language Dataset for Disaster Damage Assessment and Response. - Junjue Wang; Weihao Xuan; Heli Qi; Zhihao Liu; Kunyi Liu; Yuhan Wu; Hongruixuan Chen; Jian Song 010; Junshi Xia; Zhuo Zheng; Naoto Yokoya (CoRR, 2025)