91 citations · 197 across the 6 of their papers we have counts for
5 papers · 1 filter
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…
The 'Paris-end' of town? Urban typology through machine learning
Kerry A. Nice, Jason Thompson, Jasper S. Wijnands +2
The confluence of recent advances in availability of geospatial information, computing power, and artificial intelligence offers new opportunities to understand how and where our c…
Sky pixel detection in outdoor imagery using an adaptive algorithm and machine learning
Kerry A. Nice, Jasper S. Wijnands, Ariane Middel +7
Computer vision techniques enable automated detection of sky pixels in outdoor imagery. In urban climate, sky detection is an important first step in gathering information about ur…