Self-supervised learning unveils change in urban housing from street-level images

1 code implementation • 20 Sep 2023 • Steven Stalder, Michele Volpi, Nicolas Büttner, Stephen Law, Kenneth Harttgen, Esra Suel

Cities around the world face a critical shortage of affordable and decent housing.

Self-Supervised Learning

National-scale bi-directional EV fleet control for ancillary service provision

no code implementations • 14 Oct 2022 • Lorenzo Nespoli, Nina Wiedemann, Esra Suel, Yanan Xin, Martin Raubal, Vasco Medici

Deploying real-time control on large-scale fleets of electric vehicles (EVs) is becoming pivotal as the share of EVs over internal combustion engine vehicles increases.

Deep Transfer Learning on Satellite Imagery Improves Air Quality Estimates in Developing Nations

no code implementations • 17 Feb 2022 • Nishant Yadav, Meytar Sorek-Hamer, Michael Von Pohle, Ata Akbari Asanjan, Adwait Sahasrabhojanee, Esra Suel, Raphael Arku, Violet Lingenfelter, Michael Brauer, Majid Ezzati, Nikunj Oza, Auroop R. Ganguly

Urban air pollution is a public health challenge in low- and middle-income countries (LMICs).

Transfer Learning

PCACE: A Statistical Approach to Ranking Neurons for CNN Interpretability

1 code implementation • 31 Dec 2021 • Sílvia Casacuberta, Esra Suel, Seth Flaxman

In this paper we introduce a new problem within the growing literature of interpretability for convolution neural networks (CNNs).

Air Pollution Prediction