91 citations · 205 across the 9 of their papers we have counts for
10 papers
Varda-single-1.0: deterministic data-driven weather forecasting at 1 km resolution over Switzerland's complex topography
Alberto Pennino, Francesco Zanetta, Michele Cattaneo +28
We present Varda-single-1.0, a medium-range data-driven weather prediction system built for the Alpine domain. It provides hourly deterministic regional forecasts on a mesh of 1 km…
A comparison of stretched-grid and limited-area modelling for data-driven regional weather forecasting
Jasper S. Wijnands, Michiel Van Ginderachter, Bastien François +3
Regional machine learning weather prediction (MLWP) models based on graph neural networks have recently demonstrated remarkable predictive accuracy, outperforming numerical weather…
Urban feature analysis from aerial remote sensing imagery using self-supervised and semi-supervised computer vision
Sachith Seneviratne, Jasper S. Wijnands, Kerry Nice +8
Analysis of overhead imagery using computer vision is a problem that has received considerable attention in academic literature. Most techniques that operate in this space are both…
Self-Supervision, Remote Sensing and Abstraction: Representation Learning Across 3 Million Locations
Sachith Seneviratne, Kerry A. Nice, Jasper S. Wijnands +2
Self-supervision based deep learning classification approaches have received considerable attention in academic literature. However, the performance of such methods on remote sensi…
Identifying safe intersection design through unsupervised feature extraction from satellite imagery
Jasper S. Wijnands, Haifeng Zhao, Kerry A. Nice +4
The World Health Organization has listed the design of safer intersections as a key intervention to reduce global road trauma. This article presents the first study to systematical…
Real-time monitoring of driver drowsiness on mobile platforms using 3D neural networks
Jasper S. Wijnands, Jason Thompson, Kerry A. Nice +2
Driver drowsiness increases crash risk, leading to substantial road trauma each year. Drowsiness detection methods have received considerable attention, but few studies have invest…