Summary
Antje Barbara Metzler is studying for a PhD at Imperial College in the Global Environmental Health Research Group and as part of the Pathways to Equitable Healthy Cities collaboration. Her research focuses on analysing urban development with high-resolution satellite imagery and machine learning in Sub-Saharan Africa.
Previously, Barbara completed an MSc in Health Data Analytics and Machine Learning at Imperial College, where she used Street View imagery and machine learning to measure social inequalities as part of her research project.
She holds a BASc degree with a major in Physics and Computational Methods from University College London. After her undergraduate studies, Barbara joined an indoor mapping software company, where her work focused on clustering walking trajectories.
Publications
Journals
Nathvani R, Vishwanath D, Clark SN, et al., 2023, Beyond here and now: evaluating pollution estimation across space and time from street view images with deep learning, Science of the Total Environment, Vol:903, ISSN:0048-9697
Metzler AB, Nathvani R, Sharmanska V, et al., 2023, Phenotyping urban built and natural environments with high-resolution satellite images and unsupervised deep learning, Science of the Total Environment, Vol:893, ISSN:0048-9697, Pages:1-14
Nathvani R, Clark S, Muller E, et al., 2022, Characterisation of urban environment and activity across space and time using street images and deep learning in Accra, Scientific Reports, Vol:12, ISSN:2045-2322
Conference
Burgess T, Metzler B, Ettlinger A, et al., 2018, Geometric Constraint Model and Mobility Graphs for Building Utilization Intelligence, 2018 International Conference on Indoor Positioning and Indoor Navigation (IPIN), IEEE