Big Data for 4D Global Urban Mapping – 10^16 Bytes from Social Media to EO Satellites | So2Sat | Project | Results | H2020 | CORDIS

Publikacje

Non-local SAR Tomography for Large-scale Urban Mapping

Autorzy: Yilei Shi, Yuanyuan Wang, Richard Bamler, Xiao Xiang Zhu
Opublikowane w: IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2019., 2019
Wydawca: IEEE
DOI: 10.1109/igarss.2019.8897890

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

Autorzy: Yilei Shi, Yuanyuan Wang, Richard Bamler, Xiao Xiang Zhu
Opublikowane w: Joint Urban Remote Sensing Event (JURSE) 2019, 2019
Wydawca: IEEE
DOI: 10.1109/jurse.2019.8808986

Conditional GIS-Aware Network for Individual Building Segmentation in a VHR SAR Image

Autorzy: Yao Sun, Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu
Opublikowane w: 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS, 2021, Strona(/y) 4532-4535, ISBN 978-1-6654-0369-6
Wydawca: IEEE
DOI: 10.1109/igarss47720.2021.9553135

Building Footprint Extraction with Graph Convolutional Network

Autorzy: Yilei Shi, Qingyu Li, Xiao Xiang Zhu
Opublikowane w: IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2019., 2019
Wydawca: IEEE
DOI: 10.1109/igarss.2019.8898764

Generation of Large-Scale High Quality 3-D Urban Models

Autorzy: Yilei Shi, Richard Bamler, Yuanyuan Wang, Xiao Xiang Zhu
Opublikowane w: Proceedings of the IEEE Radar Conference 2020, 2020
Wydawca: IEEE
DOI: 10.1109/radarconf2043947.2020.9266314

Changes in Twitter geolocations: Insights and suggestions for future usage

Autorzy: Anna Kruspe, Matthias Häberle, Eike J. Hoffmann, Samyo Rode-Hasinger, Karam Abdulahhad, Xiao Xiang Zhu
Opublikowane w: Proceedings of the Seventh Workshop on Noisy User-generated Text (W-NUT 2021), 2021
Wydawca: Association for Computational Linguistics

High Quality Large-Scale 3-D Urban Mapping with Multi-Master TomoSAR

Autorzy: Yilei Shi, Richard Bamler, Yuanyuan Wang, Xiao Xiang Zhu
Opublikowane w: Proceedings of EUSAR 2020, 2020, ISBN 978-3-8007-5457-1
Wydawca: VDE VERLAG

BFGAN–Building Footprint Extraction from Satellite Images

Autorzy: Yilei Shi, Qingyu Li, Xiao Xiang Zhu
Opublikowane w: Joint Urban Remote Sensing Event (JURSE) 2019, 2019, ISSN 2642-9535
Wydawca: IEEE
DOI: 10.1109/jurse.2019.8809048

Digital deserts on the ground and from space

Autorzy: Martin Klotz, Michael Wurm, Xiaoxiang Zhu, Hannes Taubenbock
Opublikowane w: 2017 Joint Urban Remote Sensing Event (JURSE), 2017, Strona(/y) 1-4, ISBN 978-1-5090-5808-2
Wydawca: IEEE
DOI: 10.1109/JURSE.2017.7924562

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

Autorzy: Zhu X., Sun Y., Shi Y., Wang Y., Ge N.
Opublikowane w: Proc. EUSAR, 2018
Wydawca: VDE VERLAG GMBH

3D Reconstruction from Very Small TanDEM-X Stacks

Autorzy: Shi Y., Wang Y., Kang J., Lachaise M., Zhu X., Bamler R.
Opublikowane w: Proc. EUSAR, 2018
Wydawca: VDE VERLAG GMBH

An Efficient Algorithm for Compressive Sensing Based SAR Tomography

Autorzy: Shi Y., Zhu X., Yin. W, Bamler R.
Opublikowane w: Proc. EUSAR, 2018
Wydawca: VDE VERLAG GMBH

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

Autorzy: Qiu Chunping, Michael Schmitt, Mou Lichao, Zhu Xiaoxiang
Opublikowane w: 2018 10th IAPR Workshop on Pattern Recognition in Remote Sensing (PRRS), 2018, Strona(/y) 1-5, ISSN 2377-0198
Wydawca: IEEE
DOI: 10.1109/PRRS.2018.8486155

Classification of settlement types from tweets using LDA and LSTM

Autorzy: Rong Huang, Hannes Taubenböck, Lichao Mou
Opublikowane w: IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2018., 2018
Wydawca: IEEE

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

Autorzy: Yuanyuan Wang, Jian Kang, Xiao Xiang Zhu
Opublikowane w: 2018 21st International Conference on Information Fusion (FUSION), 2018, Strona(/y) 1601-1606, ISBN 978-0-9964527-6-2
Wydawca: IEEE
DOI: 10.23919/icif.2018.8455498

Building Instance Classification using Social Media Images

Autorzy: Eike Jens Hoffmann, Martin Werner, Xiao Xiang Zhu
Opublikowane w: 2019 Joint Urban Remote Sensing Event (JURSE), 2019, Strona(/y) 1-4, ISBN 978-1-7281-0009-8
Wydawca: IEEE
DOI: 10.1109/jurse.2019.8809056

Mutual Information Analysis of Social Media Images and Building Functions

Autorzy: Eike Jens Hoffmann, Martin Werner, Xiaoxiang Zhu
Opublikowane w: 2019
Wydawca: IEEE

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

Autorzy: Thomas Stark, Michael Wurm, Hannes Taubenbock, Xiao Xiang Zhu
Opublikowane w: 2019 Joint Urban Remote Sensing Event (JURSE), 2019, Strona(/y) 1-4, ISBN 978-1-7281-0009-8
Wydawca: IEEE
DOI: 10.1109/jurse.2019.8808965

Building Type Classification from Social Media Texts via geo-spatial Textmining

Autorzy: Matthias Häberle, Martin Werner, Xiao Xiang Zhu
Opublikowane w: IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2019, 2019
Wydawca: IEEE
DOI: 10.1109/igarss.2019.8898836

Building Type Classification with Incomplete Labels

Autorzy: Nikolai Skuppin, Eike Jens Hoffmann, Yilei Shi, Xiaoxiang Zhu
Opublikowane w: IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2022, 2022
Wydawca: IEEE
DOI: 10.1109/igarss46834.2022.9884076

Instance Segmentation of Buildings Using Keypoints

Autorzy: Qingyu Li, Lichao Mou, Yuansheng Hua, Yao Sun, Pu Jin, Yilei Shi, Xiao Xiang Zhu
Opublikowane w: IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium, 2020, Strona(/y) 1452-1455, ISBN 978-1-7281-6374-1
Wydawca: IEEE
DOI: 10.1109/igarss39084.2020.9324457

End-to-End Semantic Segmentation and Boundary Regularization of Buildings from Satellite Imagery

Autorzy: Qingyu Li, Stefano Zorzi, Yilei Shi, Friedrich Fraundorfer, Xiao Xiang Zhu
Opublikowane w: 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS, 2021, Strona(/y) 2508-2511, ISBN 978-1-6654-0369-6
Wydawca: IEEE
DOI: 10.1109/igarss47720.2021.9555147

Planned, unplanned, or in-between? A concept of the intensity of plannedness and its empirical relation to the built urban landscape across the globe

Autorzy: Henri Debray, Nicolas J. Kraff, Xiaoxiang Zhu, Hannes Taubenböck
Opublikowane w: Landscape and Urban Planning, 2023, ISSN 0169-2046
Wydawca: Elsevier BV
DOI: 10.1016/j.landurbplan.2023.104711

Can linguistic features extracted from geo-referenced tweets help building function classification in remote sensing?

Autorzy: Matthias Häberle, Eike Jens Hoffmann, Xiao Xiang Zhu
Opublikowane w: ISPRS Journal of Photogrammetry and Remote Sensing, 2022, ISSN 0924-2716
Wydawca: Elsevier BV
DOI: 10.1016/j.isprsjprs.2022.04.006

Semantic Segmentation of Remote Sensing Images With Sparse Annotations

Autorzy: Yuansheng Hua, Diego Marcos, Lichao Mou, Xiao Xiang Zhu, Devis Tuia
Opublikowane w: IEEE Geoscience and Remote Sensing Letters, 2021, Strona(/y) 1-5, ISSN 1545-598X
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lgrs.2021.3051053

CG-Net: Conditional GIS-Aware Network for Individual Building Segmentation in VHR SAR Images

Autorzy: Yao Sun, Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu
Opublikowane w: IEEE Transactions on Geoscience and Remote Sensing, 2021, Strona(/y) 1-15, ISSN 0196-2892
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2020.3043089

Single-Look Multi-Master SAR Tomography: An Introduction

Autorzy: Nan Ge, Richard Bamler, Danfeng Hong, Xiao Xiang Zhu
Opublikowane w: IEEE Transactions on Geoscience and Remote Sensing, 2021, ISSN 0196-2892
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2020.3002945

Basis Pursuit Denoising via Recurrent Neural Network Applied to Super-Resolving SAR Tomography

Autorzy: Kun Qian; Yuanyuan Wang; Peter Jung; Yilei Shi; Xiao Xiang Zhu
Opublikowane w: IEEE Transactions on Geoscience and Remote Sensing, 2022, ISSN 0196-2892
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2022.3221185

Large-scale building height retrieval from single SAR imagery based on bounding box regression networks

Autorzy: Yao Sun, Lichao Mou, Yuanyuan Wang, Sina Montazeri, Xiao Xiang Zhu
Opublikowane w: ISPRS Journal of Photogrammetry and Remote Sensing, 2022, ISSN 0924-2716
Wydawca: Elsevier BV
DOI: 10.1016/j.isprsjprs.2021.11.024

SAR4LCZ-Net: A Complex-Valued Convolutional Neural Network for Local Climate Zones Classification Using Gaofen-3 Quad-Pol SAR Data

Autorzy: Rui Zhang, Yuanyuan Wang, Jingliang Hu, Wei Yang, Jie Chen, Xiaoxiang Zhu
Opublikowane w: IEEE Transactions on Geoscience and Remote Sensing, 2021, ISSN 0196-2892
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2021.3137911

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

Autorzy: Thomas Stark, Michael Wurm, Xiao Xiang Zhu, Hannes Taubenböck
Opublikowane w: IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2020, ISSN 1939-1404
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jstars.2020.3018862

HED-UNet: Combined Segmentation and Edge Detection for Monitoring the Antarctic Coastline

Autorzy: Konrad Heidler, Lichao Mou, Celia Baumhoer, Andreas Dietz, Xiao Xiang Zhu
Opublikowane w: IEEE Transactions on Geoscience and Remote Sensing, 2021, Strona(/y) 1-14, ISSN 0196-2892
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2021.3064606

So2Sat POP - A Curated Benchmark Data Set for Population Estimation from Space on a Continental Scale

Autorzy: Sugandha Doda, Yuanyuan Wang, Matthias Kahl, Eike Jens Hoffmann, Kim Ouan, Hannes Taubenböck, Xiao Xiang Zhu
Opublikowane w: Nature Scientific Data, 2022, ISSN 2052-4463
Wydawca: Springer
DOI: 10.1038/s41597-022-01780-x

Seven city types representing morphologic configurations of cities across the globe

Autorzy: H. Taubenböck, H. Debray, C. Qiu, M. Schmitt, Y. Wang, X.X. Zhu
Opublikowane w: Cities, Numer 105, 2020, Strona(/y) 102814, ISSN 0264-2751
Wydawca: Pergamon Press Ltd.
DOI: 10.1016/j.cities.2020.102814

Land consumption in cities: A comparative study across the globe

Autorzy: Jingliang Hu, Yuanyuan Wang, Hannes Taubenböck, Xiao Xiang Zhu
Opublikowane w: Cities, Numer 113, 2021, Strona(/y) 103163, ISSN 0264-2751
Wydawca: Pergamon Press Ltd.
DOI: 10.1016/j.cities.2021.103163

Automatic registration of a single SAR image and GIS building footprints in a large-scale urban area

Autorzy: Yao Sun, Sina Montazeri, Yuanyuan Wang, Xiao Xiang Zhu
Opublikowane w: ISPRS Journal of Photogrammetry and Remote Sensing, Numer 170, 2020, Strona(/y) 1-14, ISSN 0924-2716
Wydawca: Elsevier BV
DOI: 10.1016/j.isprsjprs.2020.09.016

Using social media images for building function classification

Autorzy: Eike Jens Hoffmann, Karam Abdulahhad, Xiao Xiang Zhu
Opublikowane w: Cities, 2022, ISSN 0264-2751
Wydawca: Pergamon Press Ltd.
DOI: 10.1016/j.cities.2022.104107

Semi-Supervised Building Footprint Generation With Feature and Output Consistency Training

Autorzy: Qingyu Li; Yilei Shi; Xiao Xiang Zhu
Opublikowane w: IEEE Transactions on Geoscience and Remote Sensing, 2022, ISSN 0196-2892
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2022.3174636

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

Autorzy: Chunping Qiu, Michael Schmitt, Lichao Mou, Pedram Ghamisi, Xiao Zhu
Opublikowane w: Remote Sensing, Numer 10/10, 2018, Strona(/y) 1572, ISSN 2072-4292
Wydawca: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/rs10101572

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

Autorzy: Jingliang Hu, Pedram Ghamisi, Xiao Zhu
Opublikowane w: ISPRS International Journal of Geo-Information, Numer 7/9, 2018, Strona(/y) 379, ISSN 2220-9964
Wydawca: Multidisciplinary Digital Publishing Institute
DOI: 10.3390/ijgi7090379

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

Autorzy: Hannes Taubenböck, Jeroen Staab, Xiao Zhu, Christian Geiß, Stefan Dech, Michael Wurm
Opublikowane w: ISPRS International Journal of Geo-Information, Numer 7/8, 2018, Strona(/y) 304, ISSN 2220-9964
Wydawca: Multidisciplinary Digital Publishing Institute
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

Autorzy: Andreas Schmitt, Tobias Sieg, Michael Wurm, Hannes Taubenböck
Opublikowane w: International Journal of Applied Earth Observation and Geoinformation, Numer 64, 2018, Strona(/y) 181-198, ISSN 0303-2434
Wydawca: International Institute for Aerial Survey and Earth Sciences
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

Autorzy: H. Taubenböck, N.J. Kraff, M. Wurm
Opublikowane w: Applied Geography, Numer 92, 2018, Strona(/y) 150-167, ISSN 0143-6228
Wydawca: Elsevier BV
DOI: 10.1016/j.apgeog.2018.02.002

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

Autorzy: M. Wurm, H. Taubenböck
Opublikowane w: Remote Sensing Letters, Numer 9/1, 2017, Strona(/y) 41-50, ISSN 2150-704X
Wydawca: Taylor and Francis Inc.
DOI: 10.1080/2150704X.2017.1384586

Building instance classification using street view images

Autorzy: Jian Kang, Marco Körner, Yuanyuan Wang, Hannes Taubenböck, Xiao Xiang Zhu
Opublikowane w: ISPRS Journal of Photogrammetry and Remote Sensing, Numer 145, 2018, Strona(/y) 44-59, ISSN 0924-2716
Wydawca: Elsevier BV
DOI: 10.1016/j.isprsjprs.2018.02.006

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

Autorzy: Lichao Mou, Pedram Ghamisi, Xiao Xiang Zhu
Opublikowane w: IEEE Transactions on Geoscience and Remote Sensing, Numer 56/1, 2018, Strona(/y) 391-406, ISSN 0196-2892
Wydawca: Institute of Electrical and Electronics Engineers
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

Autorzy: Haobo Lyu, Hui Lu, Lichao Mou, Wenyu Li, Jonathon Wright, Xuecao Li, Xinlu Li, Xiao Zhu, Jie Wang, Le Yu, Peng Gong
Opublikowane w: Remote Sensing, Numer 10/3, 2018, Strona(/y) 471, ISSN 2072-4292
Wydawca: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/rs10030471

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

Autorzy: Xiao Xiang Zhu, Devis Tuia, Lichao Mou, Gui-Song Xia, Liangpei Zhang, Feng Xu, Friedrich Fraundorfer
Opublikowane w: IEEE Geoscience and Remote Sensing Magazine, Numer 5/4, 2017, Strona(/y) 8-36, ISSN 2168-6831
Wydawca: IEEE Geosciene and Remote Sensing Society
DOI: 10.1109/MGRS.2017.2762307

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

Autorzy: Xiao Zhu, Yuanyuan Wang, Sina Montazeri, Nan Ge
Opublikowane w: Remote Sensing, Numer 10/9, 2018, Strona(/y) 1374, ISSN 2072-4292
Wydawca: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/rs10091374

Buildings Detection in VHR SAR Images Using Fully Convolution Neural Networks

Autorzy: Muhammad Shahzad, Michael Maurer, Friedrich Fraundorfer, Yuanyuan Wang, Xiao Xiang Zhu
Opublikowane w: IEEE Transactions on Geoscience and Remote Sensing, 2018, Strona(/y) 1-17, ISSN 0196-2892
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TGRS.2018.2864716

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

Autorzy: Hossein Bagheri, Michael Schmitt, Xiao Xiang Zhu
Opublikowane w: ISPRS Journal of Photogrammetry and Remote Sensing, Numer 144, 2018, Strona(/y) 285-297, ISSN 0924-2716
Wydawca: Elsevier BV
DOI: 10.1016/j.isprsjprs.2018.07.007

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

Autorzy: Yilei Shi, Xiao Xiang Zhu, Wotao Yin, Richard Bamler
Opublikowane w: IEEE Transactions on Geoscience and Remote Sensing, 2018, Strona(/y) 1-11, ISSN 0196-2892
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TGRS.2018.2832721

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

Autorzy: Xiao Xiang Zhu, Gerald Baier, Marie Lachaise, Yilei Shi, Fathalrahman Adam, Richard Bamler
Opublikowane w: Remote Sensing of Environment, Numer 218, 2018, Strona(/y) 148-161, ISSN 0034-4257
Wydawca: Elsevier BV
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

Autorzy: Danfeng Hong, Naoto Yokoya, Nan Ge, Jocelyn Chanussot, Xiao Xiang Zhu
Opublikowane w: ISPRS Journal of Photogrammetry and Remote Sensing, Numer 147, 2019, Strona(/y) 193-205, ISSN 0924-2716
Wydawca: Elsevier BV
DOI: 10.1016/j.isprsjprs.2018.10.006

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

Autorzy: Danfeng Hong, Naoto Yokoya, Jocelyn Chanussot, Xiao Xiang Zhu
Opublikowane w: IEEE Transactions on Image Processing, 2018, Strona(/y) 1-1, ISSN 1057-7149
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TIP.2018.2878958

Learning a Robust Local Manifold Representation for Hyperspectral Dimensionality Reduction

Autorzy: Danfeng Hong, Naoto Yokoya, Xiao Xiang Zhu
Opublikowane w: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Numer 10/6, 2017, Strona(/y) 2960-2975, ISSN 1939-1404
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/JSTARS.2017.2682189

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

Autorzy: Danfeng Hong, Xiaoxiang Zhu
Opublikowane w: IEEE Journal of Selected Topics in Signal Processing, 2018, Strona(/y) 1-1, ISSN 1932-4553
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/JSTSP.2018.2877497

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

Autorzy: Eike Jens Hoffmann, Yuanyuan Wang, Martin Werner, Jian Kang, Xiao Xiang Zhu
Opublikowane w: Remote Sensing, Numer 11/11, 2019, Strona(/y) 1259, ISSN 2072-4292
Wydawca: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/rs11111259

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

Autorzy: Hossein Bagheri, Michael Schmitt, Xiaoxiang Zhu
Opublikowane w: ISPRS International Journal of Geo-Information, Numer 8/4, 2019, Strona(/y) 193, ISSN 2220-9964
Wydawca: MDPI
DOI: 10.3390/ijgi8040193

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

Autorzy: Michael Wurm, Thomas Stark, Xiao Xiang Zhu, Matthias Weigand, Hannes Taubenböck
Opublikowane w: ISPRS Journal of Photogrammetry and Remote Sensing, Numer 150, 2019, Strona(/y) 59-69, ISSN 0924-2716
Wydawca: Elsevier BV
DOI: 10.1016/j.isprsjprs.2019.02.006

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

Autorzy: Jingliang Hu, Danfeng Hong, Yuanyuan Wang, Xiao Zhu
Opublikowane w: Remote Sensing, Numer 11/6, 2019, Strona(/y) 681, ISSN 2072-4292
Wydawca: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/rs11060681

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

Autorzy: Nan Ge, Fernando Rodriguez Gonzalez, Yuanyuan Wang, Yilei Shi, Xiao Xiang Zhu
Opublikowane w: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Numer 11/10, 2018, Strona(/y) 3743-3756, ISSN 1939-1404
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jstars.2018.2851752

Geocoding Error Correction for InSAR Point Clouds

Autorzy: Sina Montazeri, Fernando Rodríguez González, Xiao Zhu
Opublikowane w: Remote Sensing, Numer 10/10, 2018, Strona(/y) 1523, ISSN 2072-4292
Wydawca: Multidisciplinary Digital Publishing Institute (MDPI)
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

Autorzy: Tobias Leichtle, Tobia Lakes, Xiao Xiang Zhu, Hannes Taubenböck
Opublikowane w: Computers, Environment and Urban Systems, Numer 78, 2019, Strona(/y) 101372, ISSN 0198-9715
Wydawca: Pergamon Press Ltd.
DOI: 10.1016/j.compenvurbsys.2019.101372

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

Autorzy: Guichen Zhang, Pedram Ghamisi, Xiao Xiang Zhu
Opublikowane w: IEEE Transactions on Geoscience and Remote Sensing, Numer 57/10, 2019, Strona(/y) 7623-7642, ISSN 0196-2892
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2019.2914967

Nonlocal Compressive Sensing-Based SAR Tomography

Autorzy: Yilei Shi, Xiao xiang Zhu, Richard Bamler
Opublikowane w: IEEE Transactions on Geoscience and Remote Sensing, Numer 57/5, 2019, Strona(/y) 3015-3024, ISSN 0196-2892
Wydawca: Institute of Electrical and Electronics Engineers
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

Autorzy: Christian Geis, Tobias Leichtle, Michael Wurm, Patrick Aravena Pelizari, Ines Standfus, Xiao Xiang Zhu, Emily So, Stefan Siedentop, Thomas Esch, Hannes Taubenbock
Opublikowane w: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Numer 12/8, 2019, Strona(/y) 2912-2927, ISSN 1939-1404
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jstars.2019.2917755

Fusion of Urban TanDEM-X Raw DEMs Using Variational Models

Autorzy: Hossein Bagheri, Michael Schmitt, Xiao Xiang Zhu
Opublikowane w: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Numer 11/12, 2018, Strona(/y) 4761-4774, ISSN 1939-1404
Wydawca: Institute of Electrical and Electronics Engineers
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

Autorzy: Chunping Qiu, Lichao Mou, Michael Schmitt, Xiao Xiang Zhu
Opublikowane w: ISPRS Journal of Photogrammetry and Remote Sensing, Numer 154, 2019, Strona(/y) 151-162, ISSN 0924-2716
Wydawca: Elsevier BV
DOI: 10.1016/j.isprsjprs.2019.05.004

Building Footprint Generation Using Improved Generative Adversarial Networks

Autorzy: Yilei Shi, Qingyu Li, Xiao Xiang Zhu
Opublikowane w: IEEE Geoscience and Remote Sensing Letters, Numer 16/4, 2019, Strona(/y) 603-607, ISSN 1545-598X
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lgrs.2018.2878486

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

Autorzy: Gerald Baier, Cristian Rossi, Marie Lachaise, Xiao Xiang Zhu, Richard Bamler
Opublikowane w: IEEE Transactions on Geoscience and Remote Sensing, Numer 56/11, 2018, Strona(/y) 6469-6483, ISSN 0196-2892
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2018.2839027

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

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Opublikowane w: IEEE Transactions on Geoscience and Remote Sensing, Numer 57/11, 2019, Strona(/y) 9025-9040, ISSN 0196-2892
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2019.2924113

Bistatic-Like Differential SAR Tomography

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Opublikowane w: IEEE Transactions on Geoscience and Remote Sensing, Numer 57/8, 2019, Strona(/y) 5883-5893, ISSN 0196-2892
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2019.2902814

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

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Opublikowane w: IEEE Transactions on Geoscience and Remote Sensing, Numer 57/2, 2019, Strona(/y) 924-935, ISSN 0196-2892
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2018.2863224

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

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Opublikowane w: IEEE Geoscience and Remote Sensing Magazine, 2020, Strona(/y) 0-0, ISSN 2168-6831
Wydawca: IEEE Geosciene and Remote Sensing Society
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

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Wydawca: Elsevier BV
DOI: 10.1016/j.isprsjprs.2020.01.028

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

Autorzy: Chunping Qiu, Lichao Mou, Michael Schmitt, Xiao Xiang Zhu
Opublikowane w: IEEE Geoscience and Remote Sensing Letters, 2020, Strona(/y) 1-5, ISSN 1545-598X
Wydawca: Institute of Electrical and Electronics Engineers
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

Autorzy: Qingyu Li, Chunping Qiu, Lei Ma, Michael Schmitt, Xiao Xiang Zhu
Opublikowane w: Remote Sensing, Numer 12/4, 2020, Strona(/y) 602, ISSN 2072-4292
Wydawca: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/rs12040602

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

Autorzy: Yilei Shi, Richard Bamler, Yuanyuan Wang, Xiao Xiang Zhu
Opublikowane w: IEEE Transactions on Geoscience and Remote Sensing, 2020, Strona(/y) 1-12, ISSN 0196-2892
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2020.2986052

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

Autorzy: Jian Kang, Yuanyuan Wang, Xiao Xiang Zhu
Opublikowane w: IEEE Transactions on Geoscience and Remote Sensing, 2020, Strona(/y) 1-13, ISSN 0196-2892
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2020.2964617

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

Autorzy: Qingyu Li, Yilei Shi, Xin Huang, Xiao Xiang Zhu
Opublikowane w: IEEE Transactions on Geoscience and Remote Sensing, 2020, Strona(/y) 1-18, ISSN 0196-2892
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2020.2973720

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

Autorzy: Lichao Mou, Yuansheng Hua, Xiao Xiang Zhu
Opublikowane w: IEEE Transactions on Geoscience and Remote Sensing, 2020, Strona(/y) 1-13, ISSN 0196-2892
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2020.2979552

Relation Network for Multilabel Aerial Image Classification

Autorzy: Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu
Opublikowane w: IEEE Transactions on Geoscience and Remote Sensing, 2020, Strona(/y) 1-15, ISSN 0196-2892
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2019.2963364

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

Autorzy: Lichao Mou, Xiao Xiang Zhu
Opublikowane w: IEEE Transactions on Geoscience and Remote Sensing, Numer 58/1, 2020, Strona(/y) 110-122, ISSN 0196-2892
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2019.2933609

Deep Reinforcement Learning for Band Selection in Hyperspectral Image Classification

Autorzy: Lichao Mou, Sudipan Saha, Yuansheng Hua, Francesca Bovolo, Lorenzo Bruzzone, Xiao Xiang Zhu
Opublikowane w: IEEE Transactions on Geoscience and Remote Sensing, 2021, Strona(/y) 1-14, ISSN 0196-2892
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2021.3067096

γ-Net: Superresolving SAR Tomographic Inversion via Deep Learning

Autorzy: Kun Qian; Yuanyuan Wang; Yilei Shi; Xiao Xiang Zhu
Opublikowane w: IEEE Transactions on Geoscience and Remote Sensing, 2022, ISSN 0196-2892
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2022.3164193

Aerial scene understanding in the wild: Multi-scene recognition via prototype-based memory networks

Autorzy: Yuansheng Hua, Lichao Mou, Jianzhe Lin, Konrad Heidler, Xiao Xiang Zhu
Opublikowane w: ISPRS Journal of Photogrammetry and Remote Sensing, Numer 177, 2021, Strona(/y) 89-102, ISSN 0924-2716
Wydawca: Elsevier BV
DOI: 10.1016/j.isprsjprs.2021.04.006

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

Autorzy: Yilei Shi, Qingyu Li, Xiao Xiang Zhu
Opublikowane w: ISPRS Journal of Photogrammetry and Remote Sensing, Numer 159, 2020, Strona(/y) 184-197, ISSN 0924-2716
Wydawca: Elsevier BV
DOI: 10.1016/j.isprsjprs.2019.11.004

Geoinformation Harvesting From Social Media Data: A community remote sensing approach

Autorzy: Xiao Xiang Zhu; Yuanyuan Wang; Mrinalini Kochupillai; Martin Werner; Matthias Häberle; Eike Jens Hoffmann; Hannes Taubenböck; Devis Tuia; Alex Levering; Nathan Jacobs; Anna Kruspe; Karam Abdulahhad
Opublikowane w: IEEE Geoscience and Remote Sensing Magazine, 2022, ISSN 2168-6831
Wydawca: IEEE Geosciene and Remote Sensing Society
DOI: 10.1109/mgrs.2022.3219584

Building Footprint Generation Through Convolutional Neural Networks With Attraction Field Representation

Autorzy: Qingyu Li, Lichao Mou, Yuansheng Hua, Yilei Shi, Xiao Xiang Zhu
Opublikowane w: IEEE Transactions on Geoscience and Remote Sensing, 2019, Strona(/y) 1-17, ISSN 0196-2892
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2021.3109844

Deep Learning Meets SAR: Concepts, Models, Pitfalls, and Perspectives

Autorzy: Xiaoxiang Zhu, Sina Montazeri, Mohsin Ali, Yuansheng Hua, Yuanyuan Wang, Lichao Mou, Yilei Shi, Feng Xu, Richard Bamler
Opublikowane w: IEEE Geoscience and Remote Sensing Magazine, 2021, Strona(/y) 0-0, ISSN 2168-6831
Wydawca: IEEE Geosciene and Remote Sensing Society
DOI: 10.1109/mgrs.2020.3046356

Geo-spatial text-mining from Twitter - a feature space analysis with a view toward building classification in urban regions

Autorzy: Matthias Häberle, Martin Werner, Xiao Xiang Zhu
Opublikowane w: European Journal of Remote Sensing, 2019, ISSN 2279-7254
Wydawca: Taylor and Francis Inc.
DOI: 10.1080/22797254.2019.1586451

The urban morphology on our planet – Global perspectives from space

Autorzy: Xiao Xiang Zhu, Chunping Qiu, Jingliang Hu, Yilei Shi, Yuanyuan Wang, Michael Schmitt, Hannes Taubenböck
Opublikowane w: Remote Sensing of Environment, 2021, ISSN 0034-4257
Wydawca: Elsevier BV
DOI: 10.1016/j.rse.2021.112794

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