Xiao Xiang Zhu

发表

Unsupervised Spectral–Spatial Feature Learning via Deep Residual Conv–Deconv Network for Hyperspectral Image Classification

Xiao Xiang Zhu, Lichao Mou, Pedram Ghamisi, 2018, IEEE Transactions on Geoscience and Remote Sensing.

Tomo-GENESIS: DLR's tomographic SAR processing system

Xiao Xiang Zhu, Yuanyuan Wang, S. Gernhardt, 2013, Joint Urban Remote Sensing Event 2013.

Slum Mapping in Imbalanced Remote Sensing Datasets Using Transfer Learned Deep Features

Xiao Xiang Zhu, Hannes Taubenböck, Michael Wurm, 2019, 2019 Joint Urban Remote Sensing Event (JURSE).

Detection of buildings in spaceborne TomoSAR point clouds via hybrid region growing and energy minimization technique

Xiao Xiang Zhu, Muhammad Shahzad, 2015, 2015 Joint Urban Remote Sensing Event (JURSE).

High-Resolution DEM generation by nonlocal filtering of TanDEM-X interferograms

Xiao Xiang Zhu, Richard Bamler, Marie Lachaise, 2017 .

SAR Tomography at the Limit: Building Height Reconstruction Using Only 3–5 TanDEM-X Bistatic Interferograms

Xiao Xiang Zhu, Yuanyuan Wang, Richard Bamler, 2020, IEEE Transactions on Geoscience and Remote Sensing.

Label Relation Inference for Multi-Label Aerial Image Classification

Xiao Xiang Zhu, Lichao Mou, Yuansheng Hua, 2019, IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium.

Urban TanDEM-X Raw DEM Fusion Based ON TV-L1 and Huber Models

Xiao Xiang Zhu, Michael Schmitt, Hossein Bagheri, 2018, IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium.

Sparse reconstruction automaton for synthetic aperture radar tomography

Xiao Xiang Zhu, Nan Ge, 2015, 2015 European Radar Conference (EuRAD).

Recurrently exploring class-wise attention in a hybrid convolutional and bidirectional LSTM network for multi-label aerial image classification

Xiao Xiang Zhu, Lichao Mou, Yuansheng Hua, 2018, ISPRS journal of photogrammetry and remote sensing : official publication of the International Society for Photogrammetry and Remote Sensing.

Fusing Multi-Seasonal Sentinel-2 Images with Residual Convolutional Neural Networks for Local Climate Zone-Derived Urban Land Cover Classification

Xiao Xiang Zhu, Michael Schmitt, Chunping Qiu, 2019, IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium.

Towards a THz stand-off Single-Pixel Camera using Compressed Sensing

Xiao Xiang Zhu, Richard Bamler, Sven Augustin, 2016 .

Earth Observation Using SAR and Social Media Images

Xiao Xiang Zhu, Yuanyuan Wang, Xiaoxiang Zhu, 2017, 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW).

KI-basierte Detektion von Gebäuden mittels Deep Learning und amtlichen Geodaten zur Baufallerkundung

Xiao Xiang Zhu, Robert Roschlaub, Yilei Shi, 2020 .

Mapping Human Settlements with Multi-seasonal Sentinel-2 Imagery and Attention-based ResNeXt

Xiao Xiang Zhu, Hannes Taubenböck, Michael Schmitt, 2019, 2019 Joint Urban Remote Sensing Event (JURSE).

Large-Area Characterization of Urban Morphology—Mapping of Built-Up Height and Density Using TanDEM-X and Sentinel-2 Data

Xiao Xiang Zhu, Hannes Taubenböck, Thomas Esch, 2019, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Long-Term Annual Mapping of Four Cities on Different Continents by Applying a Deep Information Learning Method to Landsat Data

Xiao Xiang Zhu, Jie Wang, Le Yu, 2018, Remote. Sens..

Fusion of TanDEM-X and Cartosat-1 elevation data supported by neural network-predicted weight maps

Xiao Xiang Zhu, Michael Schmitt, Hossein Bagheri, 2018, ISPRS Journal of Photogrammetry and Remote Sensing.

ERA: A Data Set and Deep Learning Benchmark for Event Recognition in Aerial Videos [Software and Data Sets] pdf

Xiao Xiang Zhu, Lichao Mou, Yuansheng Hua, 2020, IEEE Geoscience and Remote Sensing Magazine.

CoSpace: Common Subspace Learning From Hyperspectral-Multispectral Correspondences

Naoto Yokoya, Xiao Xiang Zhu, Jocelyn Chanussot, 2018, IEEE Transactions on Geoscience and Remote Sensing.

Advanced coherence stacking technique using high resolution TerraSAR-X spotlight data

Xiao Xiang Zhu, Richard Bamler, Yuanyuan Wang, 2011, 2011 Joint Urban Remote Sensing Event.

Model Fusion for Building Type Classification from Aerial and Street View Images

Xiao Xiang Zhu, Yuanyuan Wang, Martin Werner, 2019, Remote. Sens..

Unsupervised Deep Joint Segmentation of Multitemporal High-Resolution Images

Xiao Xiang Zhu, Sudipan Saha, Francesca Bovolo, 2020, IEEE Transactions on Geoscience and Remote Sensing.

Buildings Detection in VHR SAR Images Using Fully Convolution Neural Networks

Xiao Xiang Zhu, Friedrich Fraundorfer, Yuanyuan Wang, 2018, IEEE Transactions on Geoscience and Remote Sensing.

Automatic positioning of SAR ground control points from multi-aspect TerraSAR-X acquisitions

Xiao Xiang Zhu, Sina Montazeri, Michael Eineder, 2017, 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

An Augmented Linear Mixing Model to Address Spectral Variability for Hyperspectral Unmixing

Naoto Yokoya, Xiao Xiang Zhu, Jocelyn Chanussot, 2018, IEEE Transactions on Image Processing.

Local climate zone-based urban land cover classification from multi-seasonal Sentinel-2 images with a recurrent residual network

Xiao Xiang Zhu, Michael Schmitt, Lichao Mou, 2019, ISPRS journal of photogrammetry and remote sensing : official publication of the International Society for Photogrammetry and Remote Sensing.

Identifying Corresponding Patches in SAR and Optical Images With a Pseudo-Siamese CNN

Xiao Xiang Zhu, Michael Schmitt, Lichao Mou, 2018, IEEE Geoscience and Remote Sensing Letters.

Robust blind scatterer separation in multibaseline InSAR

Xiao Xiang Zhu, Yuanyuan Wang, 2017, 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Evaluation of polsar similarity measures with spectral clustering

Xiao Xiang Zhu, Yuanyuan Wang, Pedram Ghamisi, 2017, 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Spectral-spatial joint sparsity unmixing of hyperspectral data using overcomplete dictionaries

Xiao Xiang Zhu, Peter Reinartz, Uta Heiden, 2014, 2014 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS).

Mitigation of Positioning Bias in PSI Point Clouds

Xiao Xiang Zhu, Sina Montazeri, Fernando Rodríguez González, 2019, IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium.

BFGAN – building footprint extraction from satellite images

Xiao Xiang Zhu, Qingyu Li, Yilei Shi, 2019, 2019 Joint Urban Remote Sensing Event (JURSE).

Mapping horizontal and vertical urban densification in Denmark with Landsat time-series from 1985 to 2018: A semantic segmentation solution

Xiao Xiang Zhu, Michael Schmitt, Chunping Qiu, 2020, 2009.06992.

3D reconstruction from very small TanDEM-X stacks

Xiao Xiang Zhu, Richard Bamler, Marie Lachaise, 2018 .

Corrections to "Deep Recurrent Neural Networks for Hyperspectral Image Classification"

Xiao Xiang Zhu, Lichao Mou, Pedram Ghamisi, 2018, IEEE Trans. Geosci. Remote. Sens..

Building Type Classification from Social Media Texts via Geo-Spatial Textmining

Xiao Xiang Zhu, Martin Werner, Matthias Häberle, 2019, IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium.

Generative Adversarial Networks for Hard Negative Mining in CNN-Based SAR-Optical Image Matching

Xiao Xiang Zhu, Michael Schmitt, Lloyd H. Hughes, 2018, IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium.

From TomoSAR Point Clouds to Objects: Façade Reconstruction

Xiao Xiang Zhu, Richard Bamler, Muhammad Shahzad, 2012, 2012 Tyrrhenian Workshop on Advances in Radar and Remote Sensing (TyWRRS).

Vehicle Instance Segmentation From Aerial Image and Video Using a Multitask Learning Residual Fully Convolutional Network

Xiao Xiang Zhu, Lichao Mou, Xiaoxiang Zhu, 2018, IEEE Transactions on Geoscience and Remote Sensing.

The Challenge of Creating The Sarptical Dataset

Xiao Xiang Zhu, Yuanyuan Wang, Xiaoxiang Zhu, 2019, IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium.

RiFCN: Recurrent Network in Fully Convolutional Network for Semantic Segmentation of High Resolution Remote Sensing Images pdf

Xiao Xiang Zhu, Lichao Mou, Xiaoxiang Zhu, 2018, ArXiv.

Learning Spectral-Spatial-Temporal Features via a Recurrent Convolutional Neural Network for Change Detection in Multispectral Imagery

Xiao Xiang Zhu, Lorenzo Bruzzone, Lichao Mou, 2018, IEEE Transactions on Geoscience and Remote Sensing.

Fusion of SAR and optical remote sensing data — Challenges and recent trends

Xiao Xiang Zhu, Michael Schmitt, Florence Tupin, 2017, 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Semisupervised Change Detection Using Graph Convolutional Network

Xiao Xiang Zhu, Sudipan Saha, Francesca Bovolo, 2021, IEEE Geoscience and Remote Sensing Letters.

The SARptical Dataset for Joint Analysis of SAR and Optical Image in Dense Urban Area

Xiao Xiang Zhu, Yuanyuan Wang, 2018, IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium.

LAHNet: A Convolutional Neural Network Fusing Low- and High-Level Features for Aerial Scene Classification

Xiao Xiang Zhu, Lichao Mou, Yuansheng Hua, 2018, IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium.

Compressive Sensing for PAN-Sharpening

Xiao Xiang Zhu, Xuan Wang, Aliaksei Makarau, 2011 .

Are the Poor Digitally Left Behind? Indications of Urban Divides Based on Remote Sensing and Twitter Data

Xiao Xiang Zhu, Hannes Taubenböck, Michael Wurm, 2018, ISPRS Int. J. Geo Inf..

Modern Signal Processing Concepts for Remote Sensing

Xiao Xiang Zhu, 2013 .

A pan-sharpening algorithm based on joint sparsity

Xiao Xiang Zhu, Richard Bamler, Sofya Spiridonova, 2012, 2012 Tyrrhenian Workshop on Advances in Radar and Remote Sensing (TyWRRS).

Building Instance Classification Using Street View Images pdf

Xiao Xiang Zhu, Hannes Taubenböck, Yuanyuan Wang, 2018, ISPRS Journal of Photogrammetry and Remote Sensing.

A Comparative Review of Manifold Learning Techniques for Hyperspectral and Polarimetric SAR Image Fusion

Xiao Xiang Zhu, Jingliang Hu, Yuanyuan Wang, 2019, Remote. Sens..

A Review of Ten-Year Advances of Multi-Baseline SAR Interferometry Using TerraSAR-X Data

Xiao Xiang Zhu, Sina Montazeri, Yuanyuan Wang, 2018, Remote. Sens..

LCZ-based urban land cover classification from multi-seasonal Sentinel-2 images with a recurrent residual network

Xiao Xiang Zhu, Lichao Mou, Michael Schmitt, 2019 .

Large-Scale Urban Mapping using Small Stack Multi-baseline TanDEM-X Interferograms

Xiao Xiang Zhu, Yuanyuan Wang, Richard Bamler, 2019, 2019 Joint Urban Remote Sensing Event (JURSE).

Object-based InSAR deformation reconstruction with application to bridge monitoring

Xiao Xiang Zhu, Yuanyuan Wang, Marco Körner, 2016, 2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Nonlocal Tensor Completion for Multitemporal Remotely Sensed Images’ Inpainting

Naoto Yokoya, Xiao Xiang Zhu, Ting-Zhu Huang, 2018, IEEE Transactions on Geoscience and Remote Sensing.

Multi-Pass SAR Interferometry for 3D Reconstruction of Complex Mountainous Areas Based on Robust Low Rank Tensor Decomposition

Xiao Xiang Zhu, Yuanyuan Wang, Jian Kang, 2018, IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium.

Fully conv-deconv network for unsupervised spectral-spatial feature extraction of hyperspectral imagery via residual learning

Xiao Xiang Zhu, Lichao Mou, Pedram Ghamisi, 2017, 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

SAR ground control point identification with the aid of high resolution optical data

Xiao Xiang Zhu, Sina Montazeri, Michael Eineder, 2016, 2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Compressive {Sensing} for {Super}-resolving {SAR} {Imaging} to {Support} {Target} {Detection} in {Coastal} {Zone}

Xiao Xiang Zhu, Rui Guo, Xiao Ming Li, 2014 .

Robust multibaseline InSAR optimization

Xiao Xiang Zhu, Yuanyuan Wang, 2016, 2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

The K-LLE algorithm for nonlinear dimensionality ruduction of large-scale hyperspectral data

Naoto Yokoya, Xiao Xiang Zhu, Danfeng Hong, 2016, 2016 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS).

Potential of nonlocally filtered pursuit monostatic TanDEM-X data for coastline detection

Xiao Xiang Zhu, Michael Schmitt, Gerald Baier, 2019 .

Has Dongying developed to a ghost city? - Evidence from multi-temporal population estimation based on VHR remote sensing and census counts

Xiao Xiang Zhu, Hannes Taubenböck, Tobia Lakes, 2019, Comput. Environ. Urban Syst..

Towards the Reconstruction of Prismatic Building Models by SAR-Optical Stereogrammetry

Xiao Xiang Zhu, Hossein Bagheri, Michael Schmitt, 2019, 2019 Joint Urban Remote Sensing Event (JURSE).

Extended extinction profile for the classification of hyperspectral images

Jon Atli Benediktsson, Xiao Xiang Zhu, Roberto de Alencar Lotufo, 2016, 2016 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS).

Large-scale Building Height Estimation from Single VHR SAR image Using Fully Convolutional Network and GIS building footprints

Xiao Xiang Zhu, Yao Sun, Lichao Mou, 2019, 2019 Joint Urban Remote Sensing Event (JURSE).

Extraction of Buildings in VHR SAR Images Using Fully Convolution Neural Networks

Xiao Xiang Zhu, Friedrich Fraundorfer, Yuanyuan Wang, 2018, IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium.

Feature fusion of hyperspectral and lidar data using extinction profiles and total variation

Xiao Xiang Zhu, Pedram Ghamisi, Behnood Rasti, 2017, 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Feature Importance Analysis for Local Climate Zone Classification Using a Residual Convolutional Neural Network with Multi-Source Datasets

Xiao Xiang Zhu, Michael Schmitt, Lichao Mou, 2018, Remote. Sens..

A Recurrent Convolutional Neural Network for Land Cover Change Detection in Multispectral Images

Xiao Xiang Zhu, Lichao Mou, Xiaoxiang Zhu, 2018, IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium.

MAPPER Regularized Semi-supervised Manifold Alignment for the Fusion of Simulated EnMAP Image and Sentinel-1 Dual-Pol Data

Xiao Xiang Zhu, Jingliang Hu, Danfeng Hong, 2018 .

Building segmentation through a gated graph convolutional neural network with deep structured feature embedding

Xiao Xiang Zhu, Yilei Shi, Qingyu Li, 2019, ISPRS journal of photogrammetry and remote sensing : official publication of the International Society for Photogrammetry and Remote Sensing.

Learnable manifold alignment (LeMA): A semi-supervised cross-modality learning framework for land cover and land use classification

Naoto Yokoya, Xiao Xiang Zhu, Jocelyn Chanussot, 2019, ISPRS journal of photogrammetry and remote sensing : official publication of the International Society for Photogrammetry and Remote Sensing.

Fusing Multiseasonal Sentinel-2 Imagery for Urban Land Cover Classification With Multibranch Residual Convolutional Neural Networks

Xiao Xiang Zhu, Lichao Mou, Michael Schmitt, 2020, IEEE Geoscience and Remote Sensing Letters.

Classification of Settlement Types from Tweets Using LDA and LSTM

Xiao Xiang Zhu, Rong Huang, Hannes Taubenböck, 2018, IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium.

Azimuth-range decouple-based L1 regularization method for wide ScanSAR imaging via extended chirp scaling

Xiao Xiang Zhu, Wen Hong, Hui Bi, 2017 .

Automatic Registration of SAR Image and GIS Building Footprints Data in Dense Urban Area

Xiao Xiang Zhu, Yuanyuan Wang, Yao Sun, 2019, IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium.

Fusion of SAR interferometry and social media images for 4D urban modeling

Xiao Xiang Zhu, Yuanyuan Wang, Jian Kang, 2018 .

A Novel Actor Dual-Critic Model for Remote Sensing Image Captioning pdf

Xiao Xiang Zhu, Biplab Banerjee, Subhasis Chaudhuri, 2020, ArXiv.

Low rank modeling-based multipass InSAR technique

Xiao Xiang Zhu, Yuanyuan Wang, Jian Kang, 2018 .

R3-Net: A Deep Network for Multioriented Vehicle Detection in Aerial Images and Videos

Xiao Xiang Zhu, Lichao Mou, Yun Zhang, 2018, IEEE Transactions on Geoscience and Remote Sensing.

Improve multi-baseline InSAR parameter retrieval by semantic information from optical images

Xiao Xiang Zhu, Yuanyuan Wang, Marco Körner, 2017, 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Cloud removal in Sentinel-2 imagery using a deep residual neural network and SAR-optical data fusion

Xiao Xiang Zhu, Michael Schmitt, Andrea Meraner, 2020, ISPRS journal of photogrammetry and remote sensing : official publication of the International Society for Photogrammetry and Remote Sensing.

The J-SparseFI-HM Hyperspectral resolution enhancement method — Now fully automated

Xiao Xiang Zhu, Richard Bamler, Claas Grohnfeldt, 2014, 2014 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS).

Weakly Supervised Semantic Segmentation of Satellite Images for Land Cover Mapping - Challenges and Opportunities pdf

Xiao Xiang Zhu, Lukas Liebel, Michael Schmitt, 2020, ArXiv.

Single-Look Multi-Master SAR Tomography: An Introduction

Xiao Xiang Zhu, Richard Bamler, Nan Ge, 2020, IEEE Transactions on Geoscience and Remote Sensing.

Fusion of TanDEM-X and Cartosat-1 DEMS using TV-norm regularization and ANN-predicted weights

Xiao Xiang Zhu, Michael Schmitt, Hossein Bagheri, 2017, 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Learning A Common Subspace from Hyperspectral-Multispectral Correspondences

Naoto Yokoya, Xiao Xiang Zhu, Jocelyn Chanussot, 2018 .

Object based fusion of polarimetric SAR and hyperspectral imaging for land use classification

Xiao Xiang Zhu, Pedram Ghamisi, Andreas Schmitt, 2016, 2016 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS).

Unambiguous SAR Imaging for Nonuniform DPC Sampling: $\ell_{q}$ Regularization Method Using Filter Bank

Xiao Xiang Zhu, Yirong Wu, Bingchen Zhang, 2016, IEEE Geoscience and Remote Sensing Letters.

HSF-Net: Multiscale Deep Feature Embedding for Ship Detection in Optical Remote Sensing Imagery

Xiao Xiang Zhu, Yunhong Wang, Lichao Mou, 2018, IEEE Transactions on Geoscience and Remote Sensing.

Building Footprint Generation by Integrating Convolution Neural Network With Feature Pairwise Conditional Random Field (FPCRF)

Xiao Xiang Zhu, Yilei Shi, Xin Huang, 2020, IEEE Transactions on Geoscience and Remote Sensing.

Generative Adversarial Networks for Synthesizing InSAR Patches pdf

Xiao Xiang Zhu, Yuanyuan Wang, Stefan Auer, 2020, ArXiv.

Comparative evaluation of signal-based and descriptor-based similarity measures for SAR-optical image matching

Xiao Xiang Zhu, Michael Schmitt, Chunping Qiu, 2017, 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Learning to propagate labels on graphs: An iterative multitask regression framework for semi-supervised hyperspectral dimensionality reduction

Naoto Yokoya, Xiao Xiang Zhu, Jocelyn Chanussot, 2019, ISPRS journal of photogrammetry and remote sensing : official publication of the International Society for Photogrammetry and Remote Sensing.

Cross-language sentiment analysis of European Twitter messages during the COVID-19 pandemic pdf

Xiao Xiang Zhu, Anna Kruspe, Matthias Häberle, 2020, NLPCOVID19.

Multisensor Coupled Spectral Unmixing for Time-Series Analysis

Naoto Yokoya, Xiao Xiang Zhu, Antonio Plaza, 2017, IEEE Transactions on Geoscience and Remote Sensing.

Extended Chirp Scaling-Baseband Azimuth Scaling-Based Azimuth–Range Decouple $L_{1}$ Regularization for TOPS SAR Imaging via CAMP

Xiao Xiang Zhu, Wen Hong, Hui Bi, 2017, IEEE Transactions on Geoscience and Remote Sensing.

Object-Based Multipass InSAR via Robust Low-Rank Tensor Decomposition

Xiao Xiang Zhu, Michael Schmitt, Yuanyuan Wang, 2018, IEEE Transactions on Geoscience and Remote Sensing.

Joint and Progressive Subspace Analysis (JPSA) With Spatial–Spectral Manifold Alignment for Semisupervised Hyperspectral Dimensionality Reduction

Naoto Yokoya, Xiao Xiang Zhu, Jocelyn Chanussot, 2020, IEEE Transactions on Cybernetics.

The SL1MMER algorithm for spectral estimation -- with application to tomographic SAR inversion

Xiao Xiang Zhu, Richard Bamler, 2011 .

Deep learning in remote sensing: a review pdf

Xiao Xiang Zhu, Gui-Song Xia, Liangpei Zhang, 2017, ArXiv.

InSAR-BM3D: A Nonlocal Filter for SAR Interferometric Phase Restoration

Xiao Xiang Zhu, Davide Cozzolino, Luisa Verdoliva, 2018, IEEE Transactions on Geoscience and Remote Sensing.

SAR Tomography via Nonlinear Blind Scatterer Separation

Xiao Xiang Zhu, Yuanyuan Wang, 2020 .

SPARSE RECONSTRCUTION TECHNIQUE S FOR SAR TOMOGRAP HY

Xiao Xiang Zhu, Richard Bamler, 2011 .

A Nonlocal InSAR Filter for High-Resolution DEM Generation From TanDEM-X Interferograms

Xiao Xiang Zhu, Richard Bamler, Marie Lachaise, 2018, IEEE Transactions on Geoscience and Remote Sensing.

SAR Tomography Using Non-Local Sparse Reconstruction

Xiao Xiang Zhu, Richard Bamler, Yilei Shi, 2018, IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium.

Identifying corresponding patches in SAR and optical imagery with a convolutional neural network

Xiao Xiang Zhu, Michael Schmitt, Yuanyuan Wang, 2017, 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

High-Rise Building Feature Extraction Using High Resolution Spotlight TanDEM-X Data

Xiao Xiang Zhu, Rui Guo, 2014 .

Feature Extraction and Selection of Sentinel-1 Dual-Pol Data for Global-Scale Local Climate Zone Classification

Xiao Xiang Zhu, Pedram Ghamisi, Jingliang Hu, 2018, ISPRS Int. J. Geo Inf..

A Relation-Augmented Fully Convolutional Network for Semantic Segmentation in Aerial Scenes

Xiao Xiang Zhu, Lichao Mou, Yuansheng Hua, 2019, 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

Mutual Information Analysis of Social Media Images and Building Functions

Xiao Xiang Zhu, Martin Werner, Eike Jens Hoffmann, 2019, IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium.

Data Fusion and Remote Sensing: An ever-growing relationship

Xiao Xiang Zhu, Michael Schmitt, Xiaoxiang Zhu, 2016, IEEE Geoscience and Remote Sensing Magazine.

An efficient algorithm for compressive sensing based SAR tomography

Xiao Xiang Zhu, Richard Bamler, Wotao Yin, 2018 .

Robust Object-Based Multipass InSAR Deformation Reconstruction

Xiao Xiang Zhu, Yuanyuan Wang, Marco Körner, 2017, IEEE Transactions on Geoscience and Remote Sensing.

Feature Importance Analysis of Sentinel-2 Imagery for Large-Scale Urban Local Climate Zone Classification

Xiao Xiang Zhu, Michael Schmitt, Lichao Mou, 2018, IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium.

A framework for SAR-optical stereogrammetry over urban areas

Xiao Xiang Zhu, Hossein Bagheri, Michael Schmitt, 2018, ISPRS journal of photogrammetry and remote sensing : official publication of the International Society for Photogrammetry and Remote Sensing.

Nonlocal InSAR filtering for high resolution DEM generation from TanDEM-X interferograms

Xiao Xiang Zhu, Richard Bamler, Marie Lachaise, 2017, 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Building height estimation in single SAR image using OSM building footprints

Xiao Xiang Zhu, Yao Sun, Muhammad Shahzad, 2017, 2017 Joint Urban Remote Sensing Event (JURSE).

Relation Matters: Relational Context-Aware Fully Convolutional Network for Semantic Segmentation of High-Resolution Aerial Images

Xiao Xiang Zhu, Lichao Mou, Yuansheng Hua, 2020, IEEE Transactions on Geoscience and Remote Sensing.

Building Instance Classification using Social Media Images

Xiao Xiang Zhu, Martin Werner, Eike Jens Hoffmann, 2019, 2019 Joint Urban Remote Sensing Event (JURSE).

Hyperspectral {Resolution} {Enhancement} – {Application} {To} {Real} {Image} {Pair}

Xiao Xiang Zhu, Peter Reinartz, Rupert Müller, 2015 .

MIMA: MAPPER-Induced Manifold Alignment for Semi-Supervised Fusion of Optical Image and Polarimetric SAR Data

Xiao Xiang Zhu, Jingliang Hu, Danfeng Hong, 2019, IEEE Transactions on Geoscience and Remote Sensing.

Sparse reconstrcution techniques for SAR tomography

Xiao Xiang Zhu, Richard Bamler, 2011, 2011 17th International Conference on Digital Signal Processing (DSP).

SULoRA: Subspace Unmixing With Low-Rank Attribute Embedding for Hyperspectral Data Analysis

Xiao Xiang Zhu, Danfeng Hong, Xiaoxiang Zhu, 2018, IEEE Journal of Selected Topics in Signal Processing.

Remote Sensing Technology Institute - Institut für Methodik der Fernerkundung: Status Report 2013 - 2018

Xiao Xiang Zhu, Michael Eineder, Richard Bamler, 2018 .

A Self-Improving Convolution Neural Network for the Classification of Hyperspectral Data

Xiao Xiang Zhu, Pedram Ghamisi, Yushi Chen, 2016, IEEE Geoscience and Remote Sensing Letters.

Extinction Profiles for the Classification of Remote Sensing Data

Jon Atli Benediktsson, Xiao Xiang Zhu, Roberto de Alencar Lotufo, 2016, IEEE Transactions on Geoscience and Remote Sensing.

Local manifold learning with robust neighbors selection for hyperspectral dimensionality reduction

Naoto Yokoya, Xiao Xiang Zhu, Danfeng Hong, 2016, 2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Splitting the hyperspectral-multispectral image fusion problem autonomously into weighted pan-sharpening tasks — The spectral grouping concept

Xiao Xiang Zhu, Richard Bamler, Claas Grohnfeldt, 2015, 2015 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS).

Hyperspectral and LiDAR Fusion Using Deep Three-Stream Convolutional Neural Networks

Xiao Xiang Zhu, Uwe Soergel, Hao Li, 2018, Remote. Sens..

Deep Learning in Remote Sensing: A Comprehensive Review and List of Resources

Xiao Xiang Zhu, Gui-Song Xia, Liangpei Zhang, 2017, IEEE Geoscience and Remote Sensing Magazine.

Learning-Shared Cross-Modality Representation Using Multispectral-LiDAR and Hyperspectral Data

Naoto Yokoya, Xiao Xiang Zhu, Jocelyn Chanussot, 2019, IEEE Geoscience and Remote Sensing Letters.

WU-Net: A Weakly-Supervised Unmixing Network for Remotely Sensed Hyperspectral Imagery

Naoto Yokoya, Xiao Xiang Zhu, Jocelyn Chanussot, 2019, IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium.

Bistatic-Like Differential SAR Tomography

Xiao Xiang Zhu, Nan Ge, 2019, IEEE Transactions on Geoscience and Remote Sensing.

A CNN for the identification of corresponding patches in SAR and optical imagery of urban scenes

Xiao Xiang Zhu, Michael Schmitt, Lichao Mou, 2017, 2017 Joint Urban Remote Sensing Event (JURSE).

Multilevel Feature Fusion-Based CNN for Local Climate Zone Classification From Sentinel-2 Images: Benchmark Results on the So2Sat LCZ42 Dataset

Xiao Xiang Zhu, Xiaochong Tong, Benjamin Bechtel, 2020, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Multi-label Aerial Image Classification using A Bidirectional Class-wise Attention Network

Xiao Xiang Zhu, Lichao Mou, Yuansheng Hua, 2019, 2019 Joint Urban Remote Sensing Event (JURSE).

So2Sat LCZ42: A Benchmark Dataset for Global Local Climate Zones Classification pdf

Xiao Xiang Zhu, Yuanyuan Wang, Yao Sun, 2019, ArXiv.

Hyperspectral Data Classification Using Extended Extinction Profiles

Jon Atli Benediktsson, Xiao Xiang Zhu, Roberto de Alencar Lotufo, 2016, IEEE Geoscience and Remote Sensing Letters.

Relation Network for Multilabel Aerial Image Classification

Xiao Xiang Zhu, Lichao Mou, Yuansheng Hua, 2019, IEEE Transactions on Geoscience and Remote Sensing.

$L_{1}$ -Regularization-Based SAR Imaging and CFAR Detection via Complex Approximated Message Passing

Xiao Xiang Zhu, Jinping Sun, Wen Hong, 2017, IEEE Transactions on Geoscience and Remote Sensing.

Dynamic Dictionary Learning Methods for Sparse Representation Based Multiresolution Image Fusion

Xiao Xiang Zhu, Claas Grohnfeldt, Tristan Burns, 2016 .

Instance Segmentation of Buildings Using Keypoints pdf

Xiao Xiang Zhu, Yao Sun, Lichao Mou, 2020, IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium.

Nonlocal Graph Convolutional Networks for Hyperspectral Image Classification

Xiao Xiang Zhu, Xuelong Li, Xiaoqiang Lu, 2020, IEEE Transactions on Geoscience and Remote Sensing.

Fusion of Urban TanDEM-X Raw DEMs Using Variational Models

Xiao Xiang Zhu, Michael Schmitt, Hossein Bagheri, 2018, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Building Footprint Generation Using Improved Generative Adversarial Networks

Xiao Xiang Zhu, Qingyu Li, Yilei Shi, 2018, IEEE Geoscience and Remote Sensing Letters.

Fusing Meter-Resolution 4-D InSAR Point Clouds and Optical Images for Semantic Urban Infrastructure Monitoring

Xiao Xiang Zhu, Marc Pollefeys, Yuanyuan Wang, 2017, IEEE Transactions on Geoscience and Remote Sensing.

So2Sat LCZ42: A Benchmark Data Set for the Classification of Global Local Climate Zones [Software and Data Sets]

Xiao Xiang Zhu, Yuanyuan Wang, Yao Sun, 2020, IEEE Geoscience and Remote Sensing Magazine.

X-ModalNet: A semi-supervised deep cross-modal network for classification of remote sensing data

Naoto Yokoya, Xiao Xiang Zhu, Jocelyn Chanussot, 2020, ISPRS journal of photogrammetry and remote sensing : official publication of the International Society for Photogrammetry and Remote Sensing.

Learning to Pay Attention on Spectral Domain: A Spectral Attention Module-Based Convolutional Network for Hyperspectral Image Classification

Xiao Xiang Zhu, Lichao Mou, Xiaoxiang Zhu, 2020, IEEE Transactions on Geoscience and Remote Sensing.

Hyperspectral and LiDAR Data Fusion Using Extinction Profiles and Deep Convolutional Neural Network

Xiao Xiang Zhu, Pedram Ghamisi, Bernhard Höfle, 2017, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Towards automatic SAR-optical stereogrammetry over urban areas using very high resolution imagery

Xiao Xiang Zhu, Michael Schmitt, Chunping Qiu, 2018, ISPRS journal of photogrammetry and remote sensing : official publication of the International Society for Photogrammetry and Remote Sensing.

A Fast and Accurate Basis Pursuit Denoising Algorithm With Application to Super-Resolving Tomographic SAR

Xiao Xiang Zhu, Richard Bamler, Wotao Yin, 2018, IEEE Transactions on Geoscience and Remote Sensing.

IM2HEIGHT: Height Estimation from Single Monocular Imagery via Fully Residual Convolutional-Deconvolutional Network pdf

Xiao Xiang Zhu, Lichao Mou, Xiaoxiang Zhu, 2018, ArXiv.

Spatial-Spectral Manifold Embedding of Hyperspectral Data pdf

Xiao Xiang Zhu, Jocelyn Chanussot, Xin Wu, 2020, ArXiv.

The robust InSAR optimization framework with application to monitoring cities on volcanoes

Xiao Xiang Zhu, Yuanyuan Wang, 2015, 2015 Joint Urban Remote Sensing Event (JURSE).

Group sparsity in sar tomography - experiments on TanDEM-X data stacks

Xiao Xiang Zhu, Nan Ge, Muhammad Shahzad, 2015, 2015 16th International Radar Symposium (IRS).

Learning a low-coherence dictionary to address spectral variability for hyperspectral unmixing

Naoto Yokoya, Xiao Xiang Zhu, Jocelyn Chanussot, 2017, 2017 IEEE International Conference on Image Processing (ICIP).

Remote sensing techniques for building models and energy performance studies of buildings

Xiao Xiang Zhu, Markus Peichl, Björn Schiricke, 2017 .

Deep Learning Meets SAR pdf

Xiao Xiang Zhu, Yuanyuan Wang, Sina Montazeri, 2020, ArXiv.

Exploiting group sparsity in SAR tomography

Xiao Xiang Zhu, Nan Ge, Muhammad Shahzad, 2015, 2015 3rd International Workshop on Compressed Sensing Theory and its Applications to Radar, Sonar and Remote Sensing (CoSeRa).

The SEN1-2 Dataset for Deep Learning in SAR-Optical Data Fusion pdf

Xiao Xiang Zhu, Michael Schmitt, Lloyd Haydn Hughes, 2018, ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences.

Towards single-pixel FMCW radar reconstruction

Xiao Xiang Zhu, Richard Bamler, Sven Augustin, 2016, 2016 4th International Workshop on Compressed Sensing Theory and its Applications to Radar, Sonar and Remote Sensing (CoSeRa).

A Review of Point Cloud Semantic Segmentation

Xiao Xiang Zhu, Yuxing Xie, Jiaojiao Tian, 2019, ArXiv.

Ambient Sound Helps: Audiovisual Crowd Counting in Extreme Conditions pdf

Xiao Xiang Zhu, Dejing Dou, Junyu Gao, 2020, ArXiv.

Dynamic dictionary learning strategies for sparse representation based hyperspectral image enhancement

Xiao Xiang Zhu, Claas Grohnfeldt, Tristan Michael Burns, 2015, 2015 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS).

Satellite-Based Mapping of Urban Poverty With Transfer-Learned Slum Morphologies

Xiao Xiang Zhu, Hannes Taubenböck, Thomas Stark, 2020, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Fusion of Heterogeneous Earth Observation Data for the Classification of Local Climate Zones

Xiao Xiang Zhu, Pedram Ghamisi, Guichen Zhang, 2019, IEEE Transactions on Geoscience and Remote Sensing.

Skin Lesion Segmentation Based on Improved U-net

Xiao Xiang Zhu, Lichao Mou, Lina Liu, 2019, 2019 IEEE Canadian Conference of Electrical and Computer Engineering (CCECE).

Hyperspectral resolution enhancement using multisensor image data

Xiao Xiang Zhu, Peter Reinartz, Rupert Müller, 2015, 2015 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS).

Hierarchical Region Based Convolution Neural Network for Multiscale Object Detection in Remote Sensing Images

Xiao Xiang Zhu, Yunhong Wang, Lichao Mou, 2018, IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium.

Towards TerraSAR-X Street View: Creating city point cloud from multi-aspect data stacks

Xiao Xiang Zhu, Yuanyuan Wang, S. Gernhardt, 2013, Joint Urban Remote Sensing Event 2013.

Towards Global 3D/4D Urban Modeling Using TanDEM-X Data

Xiao Xiang Zhu, Yuanyuan Wang, Nan Ge, 2018 .

Automatic skin lesion classification based on mid-level feature learning

Xiao Xiang Zhu, Lichao Mou, Lina Liu, 2020, Comput. Medical Imaging Graph..

Deep Recurrent Neural Networks for Hyperspectral Image Classification

Xiao Xiang Zhu, Lichao Mou, Pedram Ghamisi, 2017, IEEE Transactions on Geoscience and Remote Sensing.

Extinction profiles: A novel approach for the analysis of remote sensing data

Jon Atli Benediktsson, Xiao Xiang Zhu, Roberto de Alencar Lotufo, 2016, 2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Spatiotemporal scene interpretation of space videos via deep neural network and tracklet analysis

Xiao Xiang Zhu, Lichao Mou, Xiaoxiang Zhu, 2016, 2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Geocoding Error Correction for InSAR Point Clouds

Xiao Xiang Zhu, Sina Montazeri, Fernando Rodríguez González, 2018, Remote. Sens..

Mining Hard Negative Samples for SAR-Optical Image Matching Using Generative Adversarial Networks

Xiao Xiang Zhu, Michael Schmitt, Lloyd Haydn Hughes, 2018, Remote. Sens..

Fusing Spaceborne SAR Interferometry and Street View Images for 4D Urban Modeling

Xiao Xiang Zhu, Yuanyuan Wang, Jian Kang, 2018, 2018 21st International Conference on Information Fusion (FUSION).

Spatial Relational Reasoning in Networks for Improving Semantic Segmentation of Aerial Images

Xiao Xiang Zhu, Lichao Mou, Yuansheng Hua, 2019, IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium.

Spaceborne Staring Spotlight SAR Tomography—A First Demonstration With TerraSAR-X

Xiao Xiang Zhu, Yuanyuan Wang, Nan Ge, 2018, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

A Topological Data Analysis Guided Fusion Algorithm: Mapper-Regularized Manifold Alignment

Xiao Xiang Zhu, Yuanyuan Wang, Jingliang Hu, 2019, IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium.

A fundamental bound for super-resolution — with application to 3D SAR imaging

Xiao Xiang Zhu, Richard Bamler, 2011, 2011 Joint Urban Remote Sensing Event.

Reconstruction of Individual Trees from Multi-Aspect TomoSAR Data

Xiao Xiang Zhu, Michael Schmitt, Muhammad Shahzad, 2015 .

Mapping the Land Cover of Africa at 10 m Resolution from Multi-Source Remote Sensing Data with Google Earth Engine

Xiao Xiang Zhu, Michael Schmitt, Chunping Qiu, 2020, Remote. Sens..

Learning a Robust Local Manifold Representation for Hyperspectral Dimensionality Reduction

Naoto Yokoya, Xiao Xiang Zhu, Danfeng Hong, 2017, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

DiRS: On Creating Benchmark Datasets for Remote Sensing Image Interpretation pdf

Xiao Xiang Zhu, Yang Long, Gui-Song Xia, 2020, ArXiv.

Non-Local SAR Tomography for Large-Scale Urban Mapping

Xiao Xiang Zhu, Yuanyuan Wang, Richard Bamler, 2019, IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium.

FusioNet: A two-stream convolutional neural network for urban scene classification using PolSAR and hyperspectral data

Xiao Xiang Zhu, Lichao Mou, Andreas Schmitt, 2017, 2017 Joint Urban Remote Sensing Event (JURSE).

Azimuth-range decouple Lq regularization method for wide ScanSAR imaging

Xiao Xiang Zhu, H. Bi, B. C. Zhang, 2017 .

Automatic Feature-Based Geometric Fusion of Multiview TomoSAR Point Clouds in Urban Area

Xiao Xiang Zhu, Yuanyuan Wang, Xiaoxiang Zhu, 2015, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

SEN12MS - A Curated Dataset of Georeferenced Multi-Spectral Sentinel-1/2 Imagery for Deep Learning and Data Fusion pdf

Xiao Xiang Zhu, Michael Schmitt, Chunping Qiu, 2019, ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences.

CFAR detection for the complex approximated message passing reconstructed SAR image

Xiao Xiang Zhu, Wen Hong, Yirong Wu, 2016, 2016 4th International Workshop on Compressed Sensing Theory and its Applications to Radar, Sonar and Remote Sensing (CoSeRa).

Scientific Visualization for 4-D Building Deformation Data Analysis

Xiao Xiang Zhu, L. Ding, L. Meng, 2013 .

Multipass SAR Interferometry Based on Total Variation Regularized Robust Low Rank Tensor Decomposition

Xiao Xiang Zhu, Yuanyuan Wang, Jian Kang, 2020, IEEE Transactions on Geoscience and Remote Sensing.

Invariant Attribute Profiles: A Spatial-Frequency Joint Feature Extractor for Hyperspectral Image Classification

Naoto Yokoya, Xiao Xiang Zhu, Jocelyn Chanussot, 2019, IEEE Transactions on Geoscience and Remote Sensing.

Sparse spectral unmixing with endmember groups pre-selection

Xiao Xiang Zhu, Peter Reinartz, Rupert Müller, 2013, 2013 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS).

FGCN: Deep Feature-based Graph Convolutional Network for Semantic Segmentation of Urban 3D Point Clouds

Xiao Xiang Zhu, Yilei Shi, Muhammad Shahzad, 2020, 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW).