Improving OpenStreetMap missing building detection using few‐shot transfer learning in sub‐Saharan Africa

The evolution of humanitarian mapping within the OpenStreetMap community

(2021) Benjamin Herfort et al.   Scientific Reports

Development after Displacement: Evaluating the Utility of OpenStreetMap Data for Monitoring Sustainable Development Goal Progress in Refugee Settlements

(2021) Jamon Van Den Hoek et al.   ISPRS International Journal of Geo-Information

Robust deep alignment network with remote sensing knowledge graph for zero-shot and generalized zero-shot remote sensing image scene classification

(2021) Yansheng Li et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Generalizing from a Few Examples

(2020) Yaqing Wang et al.   ACM COMPUTING SURVEYS

Exploration of OpenStreetMap missing built-up areas using twitter hierarchical clustering and deep learning in Mozambique

(2020) Hao Li et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Deploying machine learning to assist digital humanitarians: making image annotation in OpenStreetMap more efficient

(2020) John E. Vargas Muñoz et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

OpenStreetMap: Challenges and Opportunities in Machine Learning and Remote Sensing

(2020) John E. Vargas-Munoz et al.   IEEE Geoscience and Remote Sensing Magazine

The impact of class imbalance in classification performance metrics based on the binary confusion matrix

(2019) Amalia Luque et al.   PATTERN RECOGNITION

Mapping Human Settlements with Higher Accuracy and Less Volunteer Efforts by Combining Crowdsourcing and Deep Learning

(2019) Benjamin Herfort et al.   Remote Sensing

Correcting rural building annotations in OpenStreetMap using convolutional neural networks

(2018) John E. Vargas-Muñoz et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Deep Learning From Multiple Crowds: A Case Study of Humanitarian Mapping

(2018) Jiaoyan Chen et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Learning Aerial Image Segmentation From Online Maps

(2017) Pascal Kaiser et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

(2017) Shaoqing Ren et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

The Tasks of the Crowd: A Typology of Tasks in Geographic Information Crowdsourcing and a Case Study in Humanitarian Mapping

(2016) João Albuquerque et al.   Remote Sensing

Measuring Completeness of Building Footprints in OpenStreetMap over Space and Time

(2013) Robert Hecht et al.   ISPRS International Journal of Geo-Information

Mining urban land-use patterns from volunteered geographic information by means of genetic algorithms and artificial neural networks

(2011) Julian Hagenauer et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

A Survey on Transfer Learning

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