Roofpedia: Automatic mapping of green and solar roofs for an open roofscape registry and evaluation of urban sustainability

TL;DR

Roofpedia introduces an automated, scalable approach using satellite imagery and deep learning to map and evaluate green and solar roofs across multiple cities, aiding urban sustainability efforts.

Contribution

The paper presents a novel automated pipeline for mapping sustainable roofs, an open dataset of over one million buildings, and a benchmarking index for urban roofscape sustainability.

Findings

High accuracy detection of sustainable roofs in multiple cities

Open dataset covering over one million buildings

A new index to benchmark city roofscape sustainability

Abstract

Sustainable roofs, such as those with greenery and photovoltaic panels, contribute to the roadmap for reducing the carbon footprint of cities. However, research on sustainable urban roofscapes is rather focused on their potential and it is hindered by the scarcity of data, limiting our understanding of their current content, spatial distribution, and temporal evolution. To tackle this issue, we introduce Roofpedia, a set of three contributions: (i) automatic mapping of relevant urban roof typology from satellite imagery; (ii) an open roof registry mapping the spatial distribution and area of solar and green roofs of more than one million buildings across 17 cities; and (iii) the Roofpedia Index, a derivative of the registry, to benchmark the cities by the extent of sustainable roofscape in term of solar and green roof penetration. This project, partly inspired by its street greenery counterpart `Treepedia', is made possible by a multi-step pipeline that combines deep learning and geospatial techniques, demonstrating the feasibility of an automated methodology that generalises successfully across cities with an accuracy of detecting sustainable roofs of up to 100% in some cities. We offer our results as an interactive map and open dataset so that our work could aid researchers, local governments, and the public to uncover the pattern of sustainable rooftops across cities, track and monitor the current use of rooftops, complement studies on their potential, evaluate the effectiveness of existing incentives, verify the use of subsidies and fulfilment of climate pledges, estimate carbon offset capacities of cities, and ultimately support better policies and strategies to increase the adoption of instruments contributing to the sustainable development of cities.