Unsupervised domain adaptation for global urban extraction using Sentinel-1 SAR and Sentinel-2 MSI data

Sentinel-1 and Sentinel-2 Data Fusion for Urban Change Detection Using a Dual Stream U-Net

(2021) Sebastian Hafner et al.   IEEE Geoscience and Remote Sensing Letters

The urban morphology on our planet – Global perspectives from space

(2021) Xiao Xiang Zhu et al.   REMOTE SENSING OF ENVIRONMENT

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

(2020) Chunping Qiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Incorporating synthetic aperture radar and optical images to investigate the annual dynamics of anthropogenic impervious surface at large scale

(2020) Yinyi Lin et al.   REMOTE SENSING OF ENVIRONMENT

Outlining where humans live, the World Settlement Footprint 2015

(2020) Mattia Marconcini et al.   Scientific Data

From local to global: A transfer learning-based approach for mapping poplar plantations at national scale using Sentinel-2

(2020) Yousra Hamrouni et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

40-Year (1978–2017) human settlement changes in China reflected by impervious surfaces from satellite remote sensing

(2019) Peng Gong et al.   Science Bulletin

Automated Extraction of Built-Up Areas by Fusing VIIRS Nighttime Lights and Landsat-8 Data

(2019) Chang Liu et al.   Remote Sensing

Annual maps of global artificial impervious area (GAIA) between 1985 and 2018

(2019) Peng Gong et al.   REMOTE SENSING OF ENVIRONMENT

Comparing Deep Learning and Shallow Learning for Large-Scale Wetland Classification in Alberta, Canada

(2019) Evan R. DeLancey et al.   Remote Sensing

Comparing fully convolutional networks, random forest, support vector machine, and patch-based deep convolutional neural networks for object-based wetland mapping using images from small unmanned aircraft system

(2018) Tao Liu et al.   GIScience & Remote Sensing

Using Landsat and nighttime lights for supervised pixel-based image classification of urban land cover

(2018) Ran Goldblatt et al.   REMOTE SENSING OF ENVIRONMENT

High-resolution multi-temporal mapping of global urban land using Landsat images based on the Google Earth Engine Platform

(2018) Xiaoping Liu et al.   REMOTE SENSING OF ENVIRONMENT

Monitoring the Impact of Land Cover Change on Surface Urban Heat Island through Google Earth Engine: Proposal of a Global Methodology, First Applications and Problems

(2018) Roberta Ravanelli et al.   Remote Sensing

Towards a 20 m Global Building Map from Sentinel-1 SAR Data

(2018) Marco Chini et al.   Remote Sensing

Water Body Extraction From Very High-Resolution Remote Sensing Imagery Using Deep U-Net and a Superpixel-Based Conditional Random Field Model

(2018) Wenqing Feng et al.   IEEE Geoscience and Remote Sensing Letters

Deep learning in remote sensing scene classification: a data augmentation enhanced convolutional neural network framework

(2017) Xingrui Yu et al.   GIScience & Remote Sensing

Deep Learning Classification of Land Cover and Crop Types Using Remote Sensing Data

(2017) Nataliia Kussul et al.   IEEE Geoscience and Remote Sensing Letters

Breaking new ground in mapping human settlements from space – The Global Urban Footprint

(2017) Thomas Esch et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Google Earth Engine: Planetary-scale geospatial analysis for everyone

(2017) Noel Gorelick et al.   REMOTE SENSING OF ENVIRONMENT

A Survey of Predictive Modeling on Imbalanced Domains

(2016) Paula Branco et al.   ACM COMPUTING SURVEYS

Assessment of the Added-Value of Sentinel-2 for Detecting Built-up Areas

(2016) Martino Pesaresi et al.   Remote Sensing

Domain Adaptation for the Classification of Remote Sensing Data: An Overview of Recent Advances

(2016) Devis Tuia et al.   IEEE Geoscience and Remote Sensing Magazine

Data Fusion and Remote Sensing: An ever-growing relationship

(2016) Michael Schmitt et al.   IEEE Geoscience and Remote Sensing Magazine

Spaceborne SAR data for global urban mapping at 30m resolution using a robust urban extractor

(2015) Yifang Ban et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Urban Footprint Processor—Fully Automated Processing Chain Generating Settlement Masks From Global Data of the TanDEM-X Mission

(2013) T. Esch et al.   IEEE Geoscience and Remote Sensing Letters

Large-Scale Image Classification Using Active Learning

(2013) Naif Alajlan et al.   IEEE Geoscience and Remote Sensing Letters

A Global Human Settlement Layer From Optical HR/VHR RS Data: Concept and First Results

(2013) Martino Pesaresi et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Object-Based Fusion of Multitemporal Multiangle ENVISAT ASAR and HJ-1B Multispectral Data for Urban Land-Cover Mapping

(2013) Yifang Ban et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Active Learning: Any Value for Classification of Remotely Sensed Data?

(2013) Melba M. Crawford et al.   PROCEEDINGS OF THE IEEE

TanDEM-X mission—new perspectives for the inventory and monitoring of global settlement patterns

(2012) Thomas Esch et al.   Journal of Applied Remote Sensing

Enhanced Built-Up and Bareness Index (EBBI) for Mapping Built-Up and Bare Land in an Urban Area

(2012) Abd. Rahman As-syakur et al.   Remote Sensing

Using active learning to adapt remote sensing image classifiers

(2011) D. Tuia et al.   REMOTE SENSING OF ENVIRONMENT

Robust Extraction of Urban Area Extents in HR and VHR SAR Images

(2010) Paolo Gamba et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

A Survey on Transfer Learning

(2009) Sinno Jialin Pan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Semi-Supervised Learning (Chapelle, O. et al., Eds.; 2006) [Book reviews]

(2009) O. Chapelle et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

Urban Mapping Using Coarse SAR and Optical Data: Outcome of the 2007 GRSS Data Fusion Contest

(2008) F. Pacifici et al.   IEEE Geoscience and Remote Sensing Letters

A new index for delineating built‐up land features in satellite imagery

(2008) H. Xu   INTERNATIONAL JOURNAL OF REMOTE SENSING