Hongyan Zhang

Orcid: 0000-0002-7894-5755

Affiliations:
  • Wuhan University, State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, China
  • Wuhan University, Collaborative Innovation Center of Geospatial Technology, China


According to our database1, Hongyan Zhang authored at least 134 papers between 2009 and 2024.

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Bibliography

2024
Multitarget Domain Adaptation Building Instance Extraction of Remote Sensing Imagery With Domain-Common Approximation Learning.
IEEE Trans. Geosci. Remote. Sens., 2024

SOSSF: Landsat-8 Image Synthesis on the Blending of Sentinel-1 and MODIS Data.
IEEE Trans. Geosci. Remote. Sens., 2024

UANet: An Uncertainty-Aware Network for Building Extraction From Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2024

Spatial and Cluster Structural Prior-Guided Subspace Clustering for Hyperspectral Image.
IEEE Trans. Geosci. Remote. Sens., 2024

Learning without Exact Guidance: Updating Large-scale High-resolution Land Cover Maps from Low-resolution Historical Labels.
CoRR, 2024

2023
Heterogeneous Regularization-Based Tensor Subspace Clustering for Hyperspectral Band Selection.
IEEE Trans. Neural Networks Learn. Syst., November, 2023

Phenology-assisted supervised paddy rice mapping with the Landsat imagery on Google Earth Engine: Experiments in Heilongjiang Province of China from 1990 to 2020.
Comput. Electron. Agric., September, 2023

From Model-Based Optimization Algorithms to Deep Learning Models for Clustering Hyperspectral Images.
Remote. Sens., June, 2023

ESCNet: An End-to-End Superpixel-Enhanced Change Detection Network for Very-High-Resolution Remote Sensing Images.
IEEE Trans. Neural Networks Learn. Syst., 2023

Transition Is a Process: Pair-to-Video Change Detection Networks for Very High Resolution Remote Sensing Images.
IEEE Trans. Image Process., 2023

GLoCNet: Robust Feature Matching With Global-Local Consistency Network for Remote Sensing Image Registration.
IEEE Trans. Geosci. Remote. Sens., 2023

Cross-Domain Meta-Learning Under Dual-Adjustment Mode for Few-Shot Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2023

A Spatial-Spectral Transformer Network With Total Variation Loss for Hyperspectral Image Denoising.
IEEE Geosci. Remote. Sens. Lett., 2023

Cross-level Attention with Overlapped Windows for Camouflaged Object Detection.
CoRR, 2023

Building Extraction from Remote Sensing Images via an Uncertainty-Aware Network.
CoRR, 2023

Degradation-Noise-Aware Deep Unfolding Transformer for Hyperspectral Image Denoising.
CoRR, 2023

MSFA-Frequency-Aware Transformer for Hyperspectral Images Demosaicing.
CoRR, 2023

National-scale 1-m resolution land-cover mapping for the entire China based on a low-cost solution and open-access data.
CoRR, 2023

Multimodal Unsupervised Domain Adaptation for Remote Sensing Image Segmentation.
Proceedings of the 13th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2023

A New Cloud Feature Difference Loss For Enhancing The Detection Of Clouds In Remote Sensing Images.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

2022
A Local-Global Dual-Stream Network for Building Extraction From Very-High-Resolution Remote Sensing Images.
IEEE Trans. Neural Networks Learn. Syst., 2022

LESSFormer: Local-Enhanced Spectral-Spatial Transformer for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2022

A Gather-to-Guide Network for Remote Sensing Semantic Segmentation of RGB and Auxiliary Image.
IEEE Trans. Geosci. Remote. Sens., 2022

EMS-GCN: An End-to-End Mixhop Superpixel-Based Graph Convolutional Network for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2022

Double Low-Rank Matrix Decomposition for Hyperspectral Image Denoising and Destriping.
IEEE Trans. Geosci. Remote. Sens., 2022

Unsupervised Spectral-Spatial Semantic Feature Learning for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2022

Remote Sensing Image Spatiotemporal Fusion via a Generative Adversarial Network With One Prior Image Pair.
IEEE Trans. Geosci. Remote. Sens., 2022

Hyperspectral Image Restoration by Tensor Fibered Rank Constrained Optimization and Plug-and-Play Regularization.
IEEE Trans. Geosci. Remote. Sens., 2022

Subspace Clustering for Hyperspectral Images via Dictionary Learning With Adaptive Regularization.
IEEE Trans. Geosci. Remote. Sens., 2022

A Structural Subspace Clustering Approach for Hyperspectral Band Selection.
IEEE Trans. Geosci. Remote. Sens., 2022

Hybrid-Hypergraph Regularized Multiview Subspace Clustering for Hyperspectral Images.
IEEE Trans. Geosci. Remote. Sens., 2022

A Mutual Information Domain Adaptation Network for Remotely Sensed Semantic Segmentation.
IEEE Trans. Geosci. Remote. Sens., 2022

Hyperspectral Image Denoising Using Factor Group Sparsity-Regularized Nonconvex Low-Rank Approximation.
IEEE Trans. Geosci. Remote. Sens., 2022

Anisotropic Spatial-Spectral Total Variation Regularized Double Low-Rank Approximation for HSI Denoising and Destriping.
IEEE Trans. Geosci. Remote. Sens., 2022

Multiyear Automated Mapping and Price Analysis of Garlic in Main Planting Areas of China Using Time-Series Remote Sensing Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

Double Attention Based Multilevel One-Dimensional Convolution Neural Network for Hyperspectral Image Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

The Outcome of the 2021 IEEE GRSS Data Fusion Contest - Track MSD: Multitemporal Semantic Change Detection.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

Non-Local Meets Global: An Iterative Paradigm for Hyperspectral Image Restoration.
IEEE Trans. Pattern Anal. Mach. Intell., 2022

Correction to "Correntropy-Based Autoencoder-Like NMF With Total Variation for Hyperspectral Unmixing".
IEEE Geosci. Remote. Sens. Lett., 2022

Correntropy-Based Autoencoder-Like NMF With Total Variation for Hyperspectral Unmixing.
IEEE Geosci. Remote. Sens. Lett., 2022

Towards Complex Backgrounds: A Unified Difference-Aware Decoder for Binary Segmentation.
CoRR, 2022

Multi-Stage Pseudo-Label Iteration Framework for Semi-Supervised Land-Cover Mapping.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

MSBRNet: Multi-Scale Background Reconstruction Network with Low-Rank Embedding for Anomaly Detection in Hyperspectral Images.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Autoencoder in Autoencoder Network Based on Low-Rank Embedding for Anomaly Detection in Hyperspectral Images.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Spectrum-Aware and Transferable Architecture Search for Hyperspectral Image Restoration.
Proceedings of the Computer Vision - ECCV 2022, 2022

2021
LR-Net: Low-Rank Spatial-Spectral Network for Hyperspectral Image Denoising.
IEEE Trans. Image Process., 2021

Remote Sensing Image Spatiotemporal Fusion Using a Generative Adversarial Network.
IEEE Trans. Geosci. Remote. Sens., 2021

Sparsity-Based Clustering for Large Hyperspectral Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2021

Nonlocal Means Regularized Sketched Reweighted Sparse and Low-Rank Subspace Clustering for Large Hyperspectral Images.
IEEE Trans. Geosci. Remote. Sens., 2021

A Superpixel Guided Sample Selection Neural Network for Handling Noisy Labels in Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2021

The Outcome of the 2021 IEEE GRSS Data Fusion Contest - Track DSE: Detection of Settlements Without Electricity.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

Large-Scale Semantic 3-D Reconstruction: Outcome of the 2019 IEEE GRSS Data Fusion Contest - Part A.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

Spatial domain bridge transfer : An automated paddy rice mapping method with no training data required and decreased image inputs for the large cloudy area.
Comput. Electron. Agric., 2021

Multi-temporal cloud detection based on robust PCA for optical remote sensing imagery.
Comput. Electron. Agric., 2021

An automated early-season method to map winter wheat using time-series Sentinel-2 data: A case study of Shandong, China.
Comput. Electron. Agric., 2021

A New Comprehensive Drought Index Based on Response Adjustment for Vegetation Types.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

A Multi-Model Fusion of Convolution Neural Network and Random Forest for Detecting Settlements Without Electricity.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Change Cross-Detection Based on Label Improvements and Multi-Model Fusion for Multi-Temporal Remote Sensing Images.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Phenology Alignment Network: A Novel Framework for Cross-Regional Time Series Crop Classification.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2021

2020
Hyperspectral Image Denoising With Total Variation Regularization and Nonlocal Low-Rank Tensor Decomposition.
IEEE Trans. Geosci. Remote. Sens., 2020

Unified Framework for the Joint Super-Resolution and Registration of Multiangle Multi/Hyperspectral Remote Sensing Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

Sketch-Based Subspace Clustering of Hyperspectral Images.
Remote. Sens., 2020

Accessing the temporal and spectral features in crop type mapping using multi-temporal Sentinel-2 imagery: A case study of Yi'an County, Heilongjiang province, China.
Comput. Electron. Agric., 2020

Land Cover Mapping Based On Multi-Branch Fusion Of Object-Based And Pixel-Based Segmentation With Filtered Labels.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Remote Sensing Image Spatio-Temporal Fusion via a Generative Adversarial Network Through One Prior Image Pair.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Learning Discriminative Global and Local Features for Building Extraction from Aerial Images.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Sketched Sparse Subspace Clustering For Large-Scale Hyperspectral Images.
Proceedings of the IEEE International Conference on Image Processing, 2020

2019
Laplacian-Regularized Low-Rank Subspace Clustering for Hyperspectral Image Band Selection.
IEEE Trans. Geosci. Remote. Sens., 2019

Total Variation Regularized Collaborative Representation Clustering With a Locally Adaptive Dictionary for Hyperspectral Imagery.
IEEE Trans. Geosci. Remote. Sens., 2019

Semisupervised Sparse Subspace Clustering Method With a Joint Sparsity Constraint for Hyperspectral Remote Sensing Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019

Superpixel-based spatial-spectral dimension reduction for hyperspectral imagery classification.
Neurocomputing, 2019

Cloud Removal of Optical Remote Sensing Imagery with Multitemporal Sar-Optical Data Using X-Mtgan.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Landmark-Based Large-Scale Sparse Subspace Clustering Method for Hyperspectral Images.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Multi-Level Fusion of the Multi-Receptive Fields Contextual Networks and Disparity Network for Pairwise Semantic Stereo.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Garlic Mapping for Sentinel-2 Time-Series Data Using a Random Forest Classifier.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

2018
Hyperspectral Image Denoising Using Local Low-Rank Matrix Recovery and Global Spatial-Spectral Total Variation.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018

Superpixel Based Dimension Reduction for Hyperspectral Imagery.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

A Remote Sensing Spatiotemporal Fusion Model of Landsat and Modis Data via Deep Learning.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Joint Sparsity Based Sparse Subspace Clustering for Hyperspectral Images.
Proceedings of the 2018 IEEE International Conference on Image Processing, 2018

Automated Paddy Rice Extent Extraction with Time Stacks of Sentinel Data: A Case Study in Jianghan Plain, Hubei, China.
Proceedings of the 2018 7th International Conference on Agro-geoinformatics (Agro-geoinformatics), 2018

Support Vector Machine Classification of Crop Lands Using Sentinel-2 Imagery.
Proceedings of the 2018 7th International Conference on Agro-geoinformatics (Agro-geoinformatics), 2018

2017
Total Variation Regularized Reweighted Sparse Nonnegative Matrix Factorization for Hyperspectral Unmixing.
IEEE Trans. Geosci. Remote. Sens., 2017

Fusion of Hyperspectral and LiDAR Data for Classification of Cloud-Shadow Mixed Remote Sensed Scene.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

Hyperspectral Image Restoration Using Low-Rank Tensor Recovery.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

A Robust Sparse Representation Model for Hyperspectral Image Classification.
Sensors, 2017

Kernel Sparse Subspace Clustering with a Spatial Max Pooling Operation for Hyperspectral Remote Sensing Data Interpretation.
Remote. Sens., 2017

A New Sparse Subspace Clustering Algorithm for Hyperspectral Remote Sensing Imagery.
IEEE Geosci. Remote. Sens. Lett., 2017

Total variation regularized collaborative representation clustering with a locally adaptive dictionary for hyperspectral remote sensing imagery.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Robust joint sparsity model for hyperspectral image classification.
Proceedings of the 2017 IEEE International Conference on Image Processing, 2017

2016
Spectral-Spatial Sparse Subspace Clustering for Hyperspectral Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2016

Total-Variation-Regularized Low-Rank Matrix Factorization for Hyperspectral Image Restoration.
IEEE Trans. Geosci. Remote. Sens., 2016

A Remote Sensing Image Fusion Method Based on the Analysis Sparse Model.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

Sparsity-Regularized Robust Non-Negative Matrix Factorization for Hyperspectral Unmixing.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

Image super-resolution: The techniques, applications, and future.
Signal Process., 2016

Pansharpening with a Guided Filter Based on Three-Layer Decomposition.
Sensors, 2016

Weighted Sparse Graph Based Dimensionality Reduction for Hyperspectral Images.
IEEE Geosci. Remote. Sens. Lett., 2016

Proceedings of the third "international Traveling Workshop on Interactions between Sparse models and Technology" (iTWIST'16).
CoRR, 2016

Exploiting the low-rank property of hyperspectral imagery: A technical overview.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

Hyperspectral unmixing by reweighted low rank and total variation.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

Quality improvement of hyperspectral remote sensing images: A technical overview.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

Squaring weighted low-rank subspace clustering for hyperspectral image band selection.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Classification of cloudy hyperspectral image and LiDAR data based on feature fusion and decision fusion.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Hyperspectral unmixing using total variation regularized reweighted sparse non-negative matrix factorization.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Robust superresolution of multiangle-multispectral remote sensing images based on rank minimization.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

2015
Efficient Superpixel-Level Multitask Joint Sparse Representation for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2015

Adaptive Anisotropic Diffusion Method for Polarimetric SAR Speckle Filtering.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015

Hyperspectral Anomaly Detection by the Use of Background Joint Sparse Representation.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015

A Nonlinear Multiple Feature Learning Classifier for Hyperspectral Images With Limited Training Samples.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015

Hyperspectral Image Denoising via Noise-Adjusted Iterative Low-Rank Matrix Approximation.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015

A Blind Super-Resolution Reconstruction Method Considering Image Registration Errors.
Int. J. Fuzzy Syst., 2015

Spectral-spatial clustering of hyperspectral remote sensing image with sparse subspace clustering model.
Proceedings of the 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2015

Improving the spatial resolution of hyperspectral image using panchromatic and multispectral images: An integrated method.
Proceedings of the 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2015

Efficient superpixel-oriented multi-task joint sparse representation classification for hyperspectral imagery.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

2014
Hyperspectral Image Restoration Using Low-Rank Matrix Recovery.
IEEE Trans. Geosci. Remote. Sens., 2014

Hyperspectral Image Classification by Nonlocal Joint Collaborative Representation With a Locally Adaptive Dictionary.
IEEE Trans. Geosci. Remote. Sens., 2014

Recovering Quantitative Remote Sensing Products Contaminated by Thick Clouds and Shadows Using Multitemporal Dictionary Learning.
IEEE Trans. Geosci. Remote. Sens., 2014

Two-Step Sparse Coding for the Pan-Sharpening of Remote Sensing Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

Robust Registration by Rank Minimization for Multiangle Hyper/Multispectral Remotely Sensed Imagery.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

An Online Coupled Dictionary Learning Approach for Remote Sensing Image Fusion.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

A Nonlocal Weighted Joint Sparse Representation Classification Method for Hyperspectral Imagery.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

Super-Resolution Reconstruction for Multi-Angle Remote Sensing Images Considering Resolution Differences.
Remote. Sens., 2014

Supervised Segmentation of Very High Resolution Images by the Use of Extended Morphological Attribute Profiles and a Sparse Transform.
IEEE Geosci. Remote. Sens. Lett., 2014

Dead Pixel Completion of Aqua MODIS Band 6 Using a Robust M-Estimator Multiregression.
IEEE Geosci. Remote. Sens. Lett., 2014

Background joint sparse representation for hyperspectral image subpixel anomaly detection.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

A noise-adjusted iterative randomized singular value decomposition method for hyperspectral image denoising.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

2013
Sub-Pixel Mapping Based on a MAP Model With Multiple Shifted Hyperspectral Imagery.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2013

A unified sub-pixel mapping model integrating spectral unmixing for hyperspectral imagery.
Proceedings of the 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2013

A nonlinear regression classification algorithm with small sample set for hyperspectral image.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

2012
Adjustable Model-Based Fusion Method for Multispectral and Panchromatic Images.
IEEE Trans. Syst. Man Cybern. Part B, 2012

A super-resolution reconstruction algorithm for hyperspectral images.
Signal Process., 2012

A Practical Compressed Sensing-Based Pan-Sharpening Method.
IEEE Geosci. Remote. Sens. Lett., 2012

Classifiction for hyperspectral imagery based on nonlocal weighted joint sparsity model.
Proceedings of the 4th Workshop on Hyperspectral Image and Signal Processing, 2012

2010
A super-resolution reconstruction algorithm for surveillance images.
Signal Process., 2010

2009
A MAP Approach for Joint Image Registration, Blur Identification and Super Resolution.
Proceedings of the Fifth International Conference on Image and Graphics, 2009


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