Junshi Xia

Orcid: 0000-0002-5586-6536

According to our database1, Junshi Xia authored at least 100 papers between 2009 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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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

Frequency-Based Optimal Style Mix for Domain Generalization in Semantic Segmentation of Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2024

2023
Scene-level buildings damage recognition based on Cross Conv-Transformer.
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

Submeter-level Land Cover Mapping of Japan.
CoRR, 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

OpenEarthMap: A Benchmark Dataset for Global High-Resolution Land Cover Mapping.
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2023

2022
DML: Differ-Modality Learning for Building Semantic Segmentation.
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

Landslide Extraction Using Mask R-CNN with Background-Enhancement Method.
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
A Benchmark High-Resolution GaoFen-3 SAR Dataset for Building Semantic Segmentation.
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

Identifying Damaged Buildings in Aerial Images Using the Object Detection Method.
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

Building Damage Mapping with Self-PositiveUnlabeled Learning.
CoRR, 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

Estimation of All-Weather 1 km MODIS Land Surface Temperature for Humid Summer Days.
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

An Effective Method for Detecting Clouds in GaoFen-4 Images of Coastal Zones.
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

Hyperspectral and LiDAR Classification With Semisupervised Graph Fusion.
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

Dynamic Multi-Task Learning for Face Recognition with Facial Expression.
CoRR, 2019

FaceLiveNet+: A Holistic Networks For Face Authentication Based On Dynamic Multi-task Convolutional Neural Networks.
CoRR, 2019

Building Damage Mapping Via Transfer Learning.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Mangrove Species Mapping Using Sentinel-1 and Sentinel-2 Data in North Vietnam.
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

Robust Nonlocal Low-Rank Sar Stack Despeckling With Application To Change Detection.
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

Classification of Hyperspectral and Lidar with Deep Rotation Forest.
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

Multiple Feature Kernel Sparse Representation Classifier for Hyperspectral Imagery.
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

Mapping Urban Land Cover of a Large Area Using Multiple Sensors Multiple Features.
Remote. Sens., 2018

Multisource Earth Observation Data for Land-Cover Classification Using Random Forest.
IEEE Geosci. Remote. Sens. Lett., 2018

Fusion of Hyperspectral and LiDAR Data With a Novel Ensemble Classifier.
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

Multiple Sources Data Fusion Via Deep Forest.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

2017
Hyperspectral Image Classification With Canonical Correlation Forests.
IEEE Trans. Geosci. Remote. Sens., 2017

Integrating Multilayer Features of Convolutional Neural Networks for Remote Sensing Scene Classification.
IEEE Trans. Geosci. Remote. Sens., 2017

Hyperspectral Image Classification With Rotation Random Forest Via KPCA.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

Spectral-Spatial Rotation Forest for Hyperspectral Image Classification.
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

Dissimilarity-Weighted Sparse Representation for Hyperspectral Image Classification.
IEEE Geosci. Remote. Sens. Lett., 2017

Kernel Fused Representation-Based Classifier for Hyperspectral Imagery.
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

Hyperspectral image classification with partial least square forest.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Multiple composite kernel learning for hyperspectral image classification.
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

Class-Separation-Based Rotation Forest for Hyperspectral Image Classification.
IEEE Geosci. Remote. Sens. Lett., 2016

Combining Morphological Attribute Profiles via an Ensemble Method for Hyperspectral Image Classification.
IEEE Geosci. Remote. Sens. Lett., 2016

Multiple features learning via rotation strategy.
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

Semi-supervised graph fusion of hyperspectral and lidar data for classification.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

2014
Rotation-Based Ensemble Classifiers for High-Dimensional Data.
Proceedings of the Fusion in Computer Vision - Understanding Complex Visual Content, 2014

A New Pansharpening Method Based on Spatial and Spectral Sparsity Priors.
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

Hyperspectral Remote Sensing Image Classification Based on Rotation Forest.
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
Fusion of Difference Images for Change Detection Over Urban Areas.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2012

Multiple Classifier System for Remote Sensing Image Classification: A Review.
Sensors, 2012

Semi-supervised dimensionality reduction for hyperspectral remote sensing image classification.
Proceedings of the 4th Workshop on Hyperspectral Image and Signal Processing, 2012

Pansharpening using total variation regularization.
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

Fusion of difference images for change detection in urban areas.
Proceedings of the Joint Urban Remote Sensing Event, 2011

2010
Extraction of urban impervious surface from hyperspectral remote sensing image.
Proceedings of the 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2010

2009
Hyperspectral Remote Sensing Image Classification based on Decision Level Fusion.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009


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