38 citations · 114 across the 7 of their papers we have counts for
7 papers
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…
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…
The Nature of Human Settlement: Building an understanding of high performance city design
Kerry A. Nice, Gideon D. P. A. Aschwanden, Jasper S. Wijnands +3
In an impending urban age where the majority of the world's population will live in cities, it is critical that we improve our understanding of the strengths and limitations of exi…
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…