Junshi Xia
Orcid: 0000-0002-5586-6536
According to our database1,
Junshi Xia
authored at least 111 papers
between 2009 and 2024.
Collaborative distances:
Collaborative distances:
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Bibliography
2024
Rapid mapping of volcanic eruption building damage: A model based on prior knowledge and few-shot fine-tuning.
Int. J. Appl. Earth Obs. Geoinformation, February, 2024
A Novel Remote Sensing Image Change Detection Approach Based on Multilevel State Space Model.
IEEE Trans. Geosci. Remote. Sens., 2024
A Coupled Tensor Double-Factor Method for Hyperspectral and Multispectral Image Fusion.
IEEE Trans. Geosci. Remote. Sens., 2024
Frequency-Based Optimal Style Mix for Domain Generalization in Semantic Segmentation of Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2024
IEEE Trans. Geosci. Remote. Sens., 2024
ObjFormer: Learning Land-Cover Changes From Paired OSM Data and Optical High-Resolution Imagery via Object-Guided Transformer.
IEEE Trans. Geosci. Remote. Sens., 2024
Generalized Few-Shot Semantic Segmentation in Remote Sensing: Challenge and Benchmark.
IEEE Geosci. Remote. Sens. Lett., 2024
SynRS3D: A Synthetic Dataset for Global 3D Semantic Understanding from Monocular Remote Sensing Imagery.
CoRR, 2024
CoRR, 2024
Int. J. Appl. Earth Obs. Geoinformation, 2024
Estimates and dynamics of surface water extent in the Yangtze Plain from Sentinel-1&2 observations.
Int. J. Appl. Earth Obs. Geoinformation, 2024
Proceedings of the IGARSS 2024, 2024
Unsupervised Domain Adaptation Architecture Search with Self-Training for Land Cover Mapping.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024
2023
Int. J. Digit. Earth, December, 2023
National high-resolution cropland classification of Japan with agricultural census information and multi-temporal multi-modality datasets.
Int. J. Appl. Earth Obs. Geoinformation, March, 2023
Editorial for Special Issue "Remote Sensing for Coastal and Aquatic Ecosystems' Monitoring and Biodiversity Management".
Remote. Sens., February, 2023
Land-cover change detection using paired OpenStreetMap data and optical high-resolution imagery via object-guided Transformer.
CoRR, 2023
Real-Time Semantic Segmentation: A Brief Survey & Comparative Study in Remote Sensing.
CoRR, 2023
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2023
2022
IEEE Trans. Geosci. Remote. Sens., 2022
DisOptNet: Distilling Semantic Knowledge From Optical Images for Weather-Independent Building Segmentation.
IEEE Trans. Geosci. Remote. Sens., 2022
Flood Detection Using Multiple Chinese Satellite Datasets during 2020 China Summer Floods.
Remote. Sens., 2022
Remote. Sens., 2022
Channel Attention-Based Temporal Convolutional Network for Satellite Image Time Series Classification.
IEEE Geosci. Remote. Sens. Lett., 2022
Deep Ensemble Learning Model Based on Covariance Pooling of Multi-Layer CNN Features.
Proceedings of the 2022 IEEE International Conference on Image Processing, 2022
2021
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021
GPU-Accelerated CatBoost-Forest for Hyperspectral Image Classification Via Parallelized mRMR Ensemble Subspace Feature Selection.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021
Building Damage Detection Using U-Net with Attention Mechanism from Pre- and Post-Disaster Remote Sensing Datasets.
Remote. Sens., 2021
Remote. Sens., 2021
Semi-supervised rotation forest based on ensemble margin theory for the classification of hyperspectral image with limited training data.
Inf. Sci., 2021
2020
An Improved Feature Set for Hyperspectral Image Classification: Harmonic Analysis Optimized by Multiscale Guided Filter.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020
Remote. Sens., 2020
Enabling the Big Earth Observation Data via Cloud Computing and DGGS: Opportunities and Challenges.
Remote. Sens., 2020
Probabilistic Mangrove Species Mapping with Multiple-Source Remote-Sensing Datasets Using Label Distribution Learning in Xuan Thuy National Park, Vietnam.
Remote. Sens., 2020
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.
Remote. Sens., 2020
A Multi-Scale Superpixel-Guided Filter Feature Extraction and Selection Approach for Classification of Very-High-Resolution Remotely Sensed Imagery.
Remote. Sens., 2020
Ensemble Learning Approaches Based on Covariance Pooling of CNN Features for High Resolution Remote Sensing Scene Classification.
Remote. Sens., 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.
Remote. Sens., 2020
IEEE Geosci. Remote. Sens. Lett., 2020
Learning from Multimodal and Multitemporal Earth Observation Data for Building Damage Mapping.
CoRR, 2020
Damage Characterization in Urban Environments from Multitemporal Remote Sensing Datasets Built from Previous Events.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020
2019
Feature and Model Level Fusion of Pretrained CNN for Remote Sensing Scene Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019
A Review of Remote Sensing Approaches for Monitoring Blue Carbon Ecosystems: Mangroves, Seagrassesand Salt Marshes during 2010-2018.
Sensors, 2019
Automatic Updating of Land Cover Maps in Rapidly Urbanizing Regions by Relational Knowledge Transferring from GlobeLand30.
Remote. Sens., 2019
Multi-Source Data Fusion Based on Ensemble Learning for Rapid Building Damage Mapping during the 2018 Sulawesi Earthquake and Tsunami in Palu, Indonesia.
Remote. Sens., 2019
FaceLiveNet+: A Holistic Networks For Face Authentication Based On Dynamic Multi-task Convolutional Neural Networks.
CoRR, 2019
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019
Fusion of Multispectral Image and Airborne LiDAR Data for the Classification of Urban Area with Rotation Forest.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019
Cross-Domain-Classification of Tsunami Damage Via Data Simulation and Residual-Network-Derived Features From Multi-Source Images.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019
Ensemble Margin Based Semi-Supervised Random Forest for the Classification of Hyperspectral Image with Limited Training Data.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019
Proceedings of the IEEE International Conference on Acoustics, 2019
2018
Random Forest Ensembles and Extended Multiextinction Profiles for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2018
IEEE Trans. Geosci. Remote. Sens., 2018
Multikernel Adaptive Collaborative Representation for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2018
Open Data for Global Multimodal Land Use Classification: Outcome of the 2017 IEEE GRSS Data Fusion Contest.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018
Class-Oriented Weighted Kernel Sparse Representation With Region-Level Kernel for Hyperspectral Imagery Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018
Object-Based Change Detection in Urban Areas from High Spatial Resolution Images Based on Multiple Features and Ensemble Learning.
Remote. Sens., 2018
Remote. Sens., 2018
Multisource Earth Observation Data for Land-Cover Classification Using Random Forest.
IEEE Geosci. Remote. Sens. Lett., 2018
IEEE Geosci. Remote. Sens. Lett., 2018
Small Size Class Preserving Classification Based on Segmentation for Hyperspectral Data.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018
Boosting for Domain Adaptation Extreme Learning Machines for Hyperspectral Image Classification.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018
2017
IEEE Trans. Geosci. Remote. Sens., 2017
Integrating Multilayer Features of Convolutional Neural Networks for Remote Sensing Scene Classification.
IEEE Trans. Geosci. Remote. Sens., 2017
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017
Performance Evaluation of Downscaling Sentinel-2 Imagery for Land Use and Land Cover Classification by Spectral-Spatial Features.
Remote. Sens., 2017
IEEE Geosci. Remote. Sens. Lett., 2017
IEEE Geosci. Remote. Sens. Lett., 2017
Multimodal, multitemporal, and multisource global data fusion for local climate zones classification based on ensemble learning.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017
Ensemble of transfer component analysis for domain adaptation in hyperspectral remote sensing image classification.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017
A novel ensemble classifier of hyperspectral and LiDAR data using morphological features.
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017
2016
Rotation-Based Support Vector Machine Ensemble in Classification of Hyperspectral Data With Limited Training Samples.
IEEE Trans. Geosci. Remote. Sens., 2016
Spectral-Spatial Classification of Hyperspectral Images Using ICA and Edge-Preserving Filter via an Ensemble Strategy.
IEEE Trans. Geosci. Remote. Sens., 2016
Combining Rotation Forest and Multiscale Segmentation for the Classification of Hyperspectral Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016
Kernel Supervised Ensemble Classifier for the Classification of Hyperspectral Data Using Few Labeled Samples.
Remote. Sens., 2016
IEEE Geosci. Remote. Sens. Lett., 2016
Combining Morphological Attribute Profiles via an Ensemble Method for Hyperspectral Image Classification.
IEEE Geosci. Remote. Sens. Lett., 2016
Proceedings of the 2016 IEEE International Conference on Image Processing, 2016
Classification of hyperspectral data with ensemble of subspace ICA and edge-preserving filtering.
Proceedings of the 2016 IEEE International Conference on Acoustics, 2016
2015
Random Subspace Ensembles for Hyperspectral Image Classification With Extended Morphological Attribute Profiles.
IEEE Trans. Geosci. Remote. Sens., 2015
Spectral-Spatial Classification for Hyperspectral Data Using Rotation Forests With Local Feature Extraction and Markov Random Fields.
IEEE Trans. Geosci. Remote. Sens., 2015
Spectral Indices for Estimating Exposed Carbonate Rock Fraction in Karst Areas of Southwest China.
IEEE Geosci. Remote. Sens. Lett., 2015
Improving Random Forest With Ensemble of Features and Semisupervised Feature Extraction.
IEEE Geosci. Remote. Sens. Lett., 2015
Combining rotation forest and multi-scale segmentation for the classification of hyperspectral data.
Proceedings of the 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2015
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015
2014
Proceedings of the Fusion in Computer Vision - Understanding Complex Visual Content, 2014
IEEE Trans. Image Process., 2014
(Semi-) Supervised Probabilistic Principal Component Analysis for Hyperspectral Remote Sensing Image Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014
Remote Sensing Image Interpretation for Urban Environment Analysis: Methods, System and Examples.
Remote. Sens., 2014
IEEE Geosci. Remote. Sens. Lett., 2014
2013
Information fusion techniques for change detection from multi-temporal remote sensing images.
Inf. Fusion, 2013
MRF-Based Multiple Classifier System for Hyperspectral Remote Sensing Image Classification.
Proceedings of the Multiple Classifier Systems, 11th International Workshop, 2013
2012
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2012
Sensors, 2012
Semi-supervised dimensionality reduction for hyperspectral remote sensing image classification.
Proceedings of the 4th Workshop on Hyperspectral Image and Signal Processing, 2012
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012
Hyperspectral remote sensing image classification based on the integration of support vector machine and random forest.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012
2011
Monitoring urban impervious surface area change using CBERS and HJ-1 remote sensing images.
Proceedings of the Joint Urban Remote Sensing Event, 2011
Proceedings of the Joint Urban Remote Sensing Event, 2011
2010
Proceedings of the 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2010
2009
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009