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Publications

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

Author(s): Chunping Qiu, Michael Schmitt, Lichao Mou, Pedram Ghamisi, Xiao Zhu
Published in: Remote Sensing, Issue 10/10, 2018, Page(s) 1572, ISSN 2072-4292
DOI: 10.3390/rs10101572

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

Author(s): Jingliang Hu, Pedram Ghamisi, Xiao Zhu
Published in: ISPRS International Journal of Geo-Information, Issue 7/9, 2018, Page(s) 379, ISSN 2220-9964
DOI: 10.3390/ijgi7090379

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

Author(s): Hannes Taubenböck, Jeroen Staab, Xiao Zhu, Christian Geiß, Stefan Dech, Michael Wurm
Published in: ISPRS International Journal of Geo-Information, Issue 7/8, 2018, Page(s) 304, ISSN 2220-9964
DOI: 10.3390/ijgi7080304

Investigation on the separability of slums by multi-aspect TerraSAR-X dual-co-polarized high resolution spotlight images based on the multi-scale evaluation of local distributions

Author(s): Andreas Schmitt, Tobias Sieg, Michael Wurm, Hannes Taubenböck
Published in: International Journal of Applied Earth Observation and Geoinformation, Issue 64, 2018, Page(s) 181-198, ISSN 0303-2434
DOI: 10.1016/j.jag.2017.09.006

The morphology of the Arrival City - A global categorization based on literature surveys and remotely sensed data

Author(s): H. Taubenböck, N.J. Kraff, M. Wurm
Published in: Applied Geography, Issue 92, 2018, Page(s) 150-167, ISSN 0143-6228
DOI: 10.1016/j.apgeog.2018.02.002

Detecting social groups from space – Assessment of remote sensing-based mapped morphological slums using income data

Author(s): M. Wurm, H. Taubenböck
Published in: Remote Sensing Letters, Issue 9/1, 2017, Page(s) 41-50, ISSN 2150-704X
DOI: 10.1080/2150704X.2017.1384586

Building instance classification using street view images

Author(s): Jian Kang, Marco Körner, Yuanyuan Wang, Hannes Taubenböck, Xiao Xiang Zhu
Published in: ISPRS Journal of Photogrammetry and Remote Sensing, Issue 145, 2018, Page(s) 44-59, ISSN 0924-2716
DOI: 10.1016/j.isprsjprs.2018.02.006

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

Author(s): Lichao Mou, Pedram Ghamisi, Xiao Xiang Zhu
Published in: IEEE Transactions on Geoscience and Remote Sensing, Issue 56/1, 2018, Page(s) 391-406, ISSN 0196-2892
DOI: 10.1109/TGRS.2017.2748160

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

Author(s): Haobo Lyu, Hui Lu, Lichao Mou, Wenyu Li, Jonathon Wright, Xuecao Li, Xinlu Li, Xiao Zhu, Jie Wang, Le Yu, Peng Gong
Published in: Remote Sensing, Issue 10/3, 2018, Page(s) 471, ISSN 2072-4292
DOI: 10.3390/rs10030471

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

Author(s): Xiao Xiang Zhu, Devis Tuia, Lichao Mou, Gui-Song Xia, Liangpei Zhang, Feng Xu, Friedrich Fraundorfer
Published in: IEEE Geoscience and Remote Sensing Magazine, Issue 5/4, 2017, Page(s) 8-36, ISSN 2168-6831
DOI: 10.1109/MGRS.2017.2762307

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

Author(s): Xiao Zhu, Yuanyuan Wang, Sina Montazeri, Nan Ge
Published in: Remote Sensing, Issue 10/9, 2018, Page(s) 1374, ISSN 2072-4292
DOI: 10.3390/rs10091374

Buildings Detection in VHR SAR Images Using Fully Convolution Neural Networks

Author(s): Muhammad Shahzad, Michael Maurer, Friedrich Fraundorfer, Yuanyuan Wang, Xiao Xiang Zhu
Published in: IEEE Transactions on Geoscience and Remote Sensing, 2018, Page(s) 1-17, ISSN 0196-2892
DOI: 10.1109/TGRS.2018.2864716

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

Author(s): Hossein Bagheri, Michael Schmitt, Xiao Xiang Zhu
Published in: ISPRS Journal of Photogrammetry and Remote Sensing, Issue 144, 2018, Page(s) 285-297, ISSN 0924-2716
DOI: 10.1016/j.isprsjprs.2018.07.007

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

Author(s): Yilei Shi, Xiao Xiang Zhu, Wotao Yin, Richard Bamler
Published in: IEEE Transactions on Geoscience and Remote Sensing, 2018, Page(s) 1-11, ISSN 0196-2892
DOI: 10.1109/TGRS.2018.2832721

Potential and limits of non-local means InSAR filtering for TanDEM-X high-resolution DEM generation

Author(s): Xiao Xiang Zhu, Gerald Baier, Marie Lachaise, Yilei Shi, Fathalrahman Adam, Richard Bamler
Published in: Remote Sensing of Environment, Issue 218, 2018, Page(s) 148-161, ISSN 0034-4257
DOI: 10.1016/j.rse.2018.09.012

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

Author(s): Danfeng Hong, Naoto Yokoya, Nan Ge, Jocelyn Chanussot, Xiao Xiang Zhu
Published in: ISPRS Journal of Photogrammetry and Remote Sensing, Issue 147, 2019, Page(s) 193-205, ISSN 0924-2716
DOI: 10.1016/j.isprsjprs.2018.10.006

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

Author(s): Danfeng Hong, Naoto Yokoya, Jocelyn Chanussot, Xiao Xiang Zhu
Published in: IEEE Transactions on Image Processing, 2018, Page(s) 1-1, ISSN 1057-7149
DOI: 10.1109/TIP.2018.2878958

Learning a Robust Local Manifold Representation for Hyperspectral Dimensionality Reduction

Author(s): Danfeng Hong, Naoto Yokoya, Xiao Xiang Zhu
Published in: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Issue 10/6, 2017, Page(s) 2960-2975, ISSN 1939-1404
DOI: 10.1109/JSTARS.2017.2682189

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

Author(s): Danfeng Hong, Xiaoxiang Zhu
Published in: IEEE Journal of Selected Topics in Signal Processing, 2018, Page(s) 1-1, ISSN 1932-4553
DOI: 10.1109/JSTSP.2018.2877497

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

Author(s): Eike Jens Hoffmann, Yuanyuan Wang, Martin Werner, Jian Kang, Xiao Xiang Zhu
Published in: Remote Sensing, Issue 11/11, 2019, Page(s) 1259, ISSN 2072-4292
DOI: 10.3390/rs11111259

Fusion of Multi-Sensor-Derived Heights and OSM-Derived Building Footprints for Urban 3D Reconstruction

Author(s): Hossein Bagheri, Michael Schmitt, Xiaoxiang Zhu
Published in: ISPRS International Journal of Geo-Information, Issue 8/4, 2019, Page(s) 193, ISSN 2220-9964
DOI: 10.3390/ijgi8040193

Semantic segmentation of slums in satellite images using transfer learning on fully convolutional neural networks

Author(s): Michael Wurm, Thomas Stark, Xiao Xiang Zhu, Matthias Weigand, Hannes Taubenböck
Published in: ISPRS Journal of Photogrammetry and Remote Sensing, Issue 150, 2019, Page(s) 59-69, ISSN 0924-2716
DOI: 10.1016/j.isprsjprs.2019.02.006

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

Author(s): Jingliang Hu, Danfeng Hong, Yuanyuan Wang, Xiao Zhu
Published in: Remote Sensing, Issue 11/6, 2019, Page(s) 681, ISSN 2072-4292
DOI: 10.3390/rs11060681

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

Author(s): Nan Ge, Fernando Rodriguez Gonzalez, Yuanyuan Wang, Yilei Shi, Xiao Xiang Zhu
Published in: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Issue 11/10, 2018, Page(s) 3743-3756, ISSN 1939-1404
DOI: 10.1109/jstars.2018.2851752

Geocoding Error Correction for InSAR Point Clouds

Author(s): Sina Montazeri, Fernando Rodríguez González, Xiao Zhu
Published in: Remote Sensing, Issue 10/10, 2018, Page(s) 1523, ISSN 2072-4292
DOI: 10.3390/rs10101523

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

Author(s): Tobias Leichtle, Tobia Lakes, Xiao Xiang Zhu, Hannes Taubenböck
Published in: Computers, Environment and Urban Systems, Issue 78, 2019, Page(s) 101372, ISSN 0198-9715
DOI: 10.1016/j.compenvurbsys.2019.101372

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

Author(s): Guichen Zhang, Pedram Ghamisi, Xiao Xiang Zhu
Published in: IEEE Transactions on Geoscience and Remote Sensing, Issue 57/10, 2019, Page(s) 7623-7642, ISSN 0196-2892
DOI: 10.1109/tgrs.2019.2914967

Nonlocal Compressive Sensing-Based SAR Tomography

Author(s): Yilei Shi, Xiao xiang Zhu, Richard Bamler
Published in: IEEE Transactions on Geoscience and Remote Sensing, Issue 57/5, 2019, Page(s) 3015-3024, ISSN 0196-2892
DOI: 10.1109/tgrs.2018.2879382

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

Author(s): Christian Geis, Tobias Leichtle, Michael Wurm, Patrick Aravena Pelizari, Ines Standfus, Xiao Xiang Zhu, Emily So, Stefan Siedentop, Thomas Esch, Hannes Taubenbock
Published in: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Issue 12/8, 2019, Page(s) 2912-2927, ISSN 1939-1404
DOI: 10.1109/jstars.2019.2917755

Fusion of Urban TanDEM-X Raw DEMs Using Variational Models

Author(s): Hossein Bagheri, Michael Schmitt, Xiao Xiang Zhu
Published in: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Issue 11/12, 2018, Page(s) 4761-4774, ISSN 1939-1404
DOI: 10.1109/jstars.2018.2878608

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

Author(s): Chunping Qiu, Lichao Mou, Michael Schmitt, Xiao Xiang Zhu
Published in: ISPRS Journal of Photogrammetry and Remote Sensing, Issue 154, 2019, Page(s) 151-162, ISSN 0924-2716
DOI: 10.1016/j.isprsjprs.2019.05.004

Building Footprint Generation Using Improved Generative Adversarial Networks

Author(s): Yilei Shi, Qingyu Li, Xiao Xiang Zhu
Published in: IEEE Geoscience and Remote Sensing Letters, Issue 16/4, 2019, Page(s) 603-607, ISSN 1545-598X
DOI: 10.1109/lgrs.2018.2878486

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

Author(s): Gerald Baier, Cristian Rossi, Marie Lachaise, Xiao Xiang Zhu, Richard Bamler
Published in: IEEE Transactions on Geoscience and Remote Sensing, Issue 56/11, 2018, Page(s) 6469-6483, ISSN 0196-2892
DOI: 10.1109/tgrs.2018.2839027

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

Author(s): Jingliang Hu, Danfeng Hong, Xiao Xiang Zhu
Published in: IEEE Transactions on Geoscience and Remote Sensing, Issue 57/11, 2019, Page(s) 9025-9040, ISSN 0196-2892
DOI: 10.1109/tgrs.2019.2924113

Bistatic-Like Differential SAR Tomography

Author(s): Nan Ge, Xiao Xiang Zhu
Published in: IEEE Transactions on Geoscience and Remote Sensing, Issue 57/8, 2019, Page(s) 5883-5893, ISSN 0196-2892
DOI: 10.1109/tgrs.2019.2902814

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

Author(s): Lichao Mou, Lorenzo Bruzzone, Xiao Xiang Zhu
Published in: IEEE Transactions on Geoscience and Remote Sensing, Issue 57/2, 2019, Page(s) 924-935, ISSN 0196-2892
DOI: 10.1109/tgrs.2018.2863224

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

Author(s): Xiaoxiang Zhu, Jingliang Hu, Chunping Qiu, Yilei Shi, Jian Kang, Lichao Mou, Hossein Bagheri, Matthias Haberle, Yuansheng Hua, Rong Huang, Lloyd Haydn Hughes, hao li, Yao Sun, Guichen Zhang, Shiyao Han, Michael Schmitt, Yuanyuan Wang
Published in: IEEE Geoscience and Remote Sensing Magazine, 2020, Page(s) 0-0, ISSN 2168-6831
DOI: 10.1109/mgrs.2020.2964708

A framework for large-scale mapping of human settlement extent from Sentinel-2 images via fully convolutional neural networks

Author(s): Chunping Qiu, Michael Schmitt, Christian Geiß, Tzu-Hsin Karen Chen, Xiao Xiang Zhu
Published in: ISPRS Journal of Photogrammetry and Remote Sensing, Issue 163, 2020, Page(s) 152-170, ISSN 0924-2716
DOI: 10.1016/j.isprsjprs.2020.01.028

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

Author(s): Chunping Qiu, Lichao Mou, Michael Schmitt, Xiao Xiang Zhu
Published in: IEEE Geoscience and Remote Sensing Letters, 2020, Page(s) 1-5, ISSN 1545-598X
DOI: 10.1109/lgrs.2019.2953497

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

Author(s): Qingyu Li, Chunping Qiu, Lei Ma, Michael Schmitt, Xiao Xiang Zhu
Published in: Remote Sensing, Issue 12/4, 2020, Page(s) 602, ISSN 2072-4292
DOI: 10.3390/rs12040602

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

Author(s): Yilei Shi, Richard Bamler, Yuanyuan Wang, Xiao Xiang Zhu
Published in: IEEE Transactions on Geoscience and Remote Sensing, 2020, Page(s) 1-12, ISSN 0196-2892
DOI: 10.1109/tgrs.2020.2986052

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

Author(s): Jian Kang, Yuanyuan Wang, Xiao Xiang Zhu
Published in: IEEE Transactions on Geoscience and Remote Sensing, 2020, Page(s) 1-13, ISSN 0196-2892
DOI: 10.1109/tgrs.2020.2964617

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

Author(s): Qingyu Li, Yilei Shi, Xin Huang, Xiao Xiang Zhu
Published in: IEEE Transactions on Geoscience and Remote Sensing, 2020, Page(s) 1-18, ISSN 0196-2892
DOI: 10.1109/tgrs.2020.2973720

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

Author(s): Lichao Mou, Yuansheng Hua, Xiao Xiang Zhu
Published in: IEEE Transactions on Geoscience and Remote Sensing, 2020, Page(s) 1-13, ISSN 0196-2892
DOI: 10.1109/tgrs.2020.2979552

Relation Network for Multilabel Aerial Image Classification

Author(s): Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu
Published in: IEEE Transactions on Geoscience and Remote Sensing, 2020, Page(s) 1-15, ISSN 0196-2892
DOI: 10.1109/tgrs.2019.2963364

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

Author(s): Lichao Mou, Xiao Xiang Zhu
Published in: IEEE Transactions on Geoscience and Remote Sensing, Issue 58/1, 2020, Page(s) 110-122, ISSN 0196-2892
DOI: 10.1109/tgrs.2019.2933609

Digital deserts on the ground and from space

Author(s): Martin Klotz, Michael Wurm, Xiaoxiang Zhu, Hannes Taubenbock
Published in: 2017 Joint Urban Remote Sensing Event (JURSE), 2017, Page(s) 1-4
DOI: 10.1109/JURSE.2017.7924562

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

Author(s): Zhu X., Sun Y., Shi Y., Wang Y., Ge N.
Published in: Proc. EUSAR, 2018

3D Reconstruction from Very Small TanDEM-X Stacks

Author(s): Shi Y., Wang Y., Kang J., Lachaise M., Zhu X., Bamler R.
Published in: Proc. EUSAR, 2018

An Efficient Algorithm for Compressive Sensing Based SAR Tomography

Author(s): Shi Y., Zhu X., Yin. W, Bamler R.
Published in: Proc. EUSAR, 2018

Urban Local Climate Zone Classification with a Residual Convolutional Neural Network and Multi-Seasonal Sentinel-2 Images

Author(s): Qiu Chunping, Michael Schmitt, Mou Lichao, Zhu Xiaoxiang
Published in: 2018 10th IAPR Workshop on Pattern Recognition in Remote Sensing (PRRS), 2018, Page(s) 1-5, ISSN 2377-0198
DOI: 10.1109/PRRS.2018.8486155

Classification of settlement types from tweets using LDA and LSTM

Author(s): Rong Huang, Hannes Taubenböck, Lichao Mou
Published in: IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2018., 2018

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

Author(s): Yuanyuan Wang, Jian Kang, Xiao Xiang Zhu
Published in: 2018 21st International Conference on Information Fusion (FUSION), 2018, Page(s) 1601-1606
DOI: 10.23919/icif.2018.8455498

Building Instance Classification using Social Media Images

Author(s): Eike Jens Hoffmann, Martin Werner, Xiao Xiang Zhu
Published in: 2019 Joint Urban Remote Sensing Event (JURSE), 2019, Page(s) 1-4
DOI: 10.1109/jurse.2019.8809056

Mutual Information Analysis of Social Media Images and Building Functions

Author(s): Eike Jens Hoffmann, Martin Werner, Xiaoxiang Zhu
Published in: 2019

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

Author(s): Thomas Stark, Michael Wurm, Hannes Taubenbock, Xiao Xiang Zhu
Published in: 2019 Joint Urban Remote Sensing Event (JURSE), 2019, Page(s) 1-4
DOI: 10.1109/jurse.2019.8808965