Sustainability, Free Full-Text
Por um escritor misterioso
Last updated 14 março 2025

Cycling is a sustainable mode of transportation with significant benefits for society. The number of cyclists on the streets depends heavily on their perception of safety, which makes it essential to establish a common metric for determining and comparing risk factors related to road safety. This research addresses the identification of cyclists’ risk factors using deep learning techniques applied to a Google Street View (GSV) imagery dataset. The research utilizes a case study approach, focusing on London, and applies object detection and image segmentation models to extract cyclists’ risk factors from GSV images. Two state-of-the-art tools, You Only Look Once version 5 (YOLOv5) and the pyramid scene parsing network (PSPNet101), were used for object detection and image segmentation. This study analyzes the results and discusses the technology’s limitations and potential for improvements in assessing cyclist safety. Approximately 2 million objects were identified, and 250 billion pixels were labeled in the 500,000 images available in the dataset. On average, 108 images were analyzed per Lower Layer Super Output Area (LSOA) in London. The distribution of risk factors, including high vehicle speed, tram/train rails, truck circulation, parked cars and the presence of pedestrians, was identified at the LSOA level using YOLOv5. Statistically significant negative correlations were found between cars and buses, cars and cyclists, and cars and people. In contrast, positive correlations were observed between people and buses and between people and bicycles. Using PSPNet101, building (19%), sky (15%) and road (15%) pixels were the most common. The findings of this research have the potential to contribute to a better understanding of risk factors for cyclists in urban environments and provide insights for creating safer cities for cyclists by applying deep learning techniques.

Future Trends in Sustainable Resorts: A Global Perspective, by Scott Podvin

All the Green without the pinching - Essential Business

Spotlight on sustainability: Future-proofing the food supply chain

Building Sustainable Food and Grocery Retailers

Stream episode Ebook Sustainability Accounting and Accountability full by AlfredSummers podcast
:max_bytes(150000):strip_icc()/terms_s_sustainability_FINAL-78ce04eecd9b42e8ab1222b98c6aa79e.jpg)
What is Sustainability? How Sustainabilities Work, Benefits, and Example

Sustainability, Free Full-Text, Place Branding and Urban Regeneration as Dialectical Processes in Local Development Pl…

Sustainable diet from the urban Brazilian consumer perspective - ScienceDirect

BRIGHT) The Upcycle: Beyond Sustainability--Designing for Abundance eBook PDF Download

Sustainability, Free Full-Text

Standing out in the crowded sustainability conversation – Three SEO tips for Earth-conscious brands - edie

Climate Resilience and Sustainability - Wiley Online Library
Recomendado para você
-
Toby Keith, Willie Nelson, Jason Aldean & Country 'Lynching' Songs - Saving Country Music14 março 2025
-
Guttuso, Guernica, Gramsci: Art, History and the Symbolic Strategy of the Italian Communist Party – Tate Papers14 março 2025
-
Heritage, Free Full-Text14 março 2025
-
Urban Dictionary Definition of a Violist Viola jokes, Urban dictionary, Violinist14 março 2025
-
Horizons - Gökçe Günel - New Wonders for the World14 março 2025
-
Development of a “First Principles” Water Potential with Flexible Monomers: Dimer Potential Energy Surface, VRT Spectrum, and Second Virial Coefficient14 março 2025
-
Difference Between House and Senate: American Government14 março 2025
-
Tips for rookie cops on how to be a successful police officer14 março 2025
-
South Asia - Wikipedia14 março 2025
-
Rule 63 JLA · The Art of Steven E Gordon · Online Store Powered by Storenvy14 março 2025
você pode gostar
-
Piano de Brinquedo Infantil Animais da Fazenda Teclado Bebê - Toys14 março 2025
-
Mazzaropi é Tema Da Mostra De Filmes Da Oficina Cultural Oswald De14 março 2025
-
Atlético-MG x São Paulo: onde assistir ao jogo pelo Brasileirão14 março 2025
-
Craving To Have King Midas' Golden Touch? The Daily Enlightenment Buddhist Inspirations (since 1997)14 março 2025
-
Melanie Martinez - 'SOAP' (ft. Jiafei, cupcaKKe, Noseporque111) (Color Coded Lyrics), Real-Time Video View Count14 março 2025
-
free 1700 robux ibotta|TikTok Search14 março 2025
-
O que é Cross-Site Scripting (XSS) e como evitá-lo14 março 2025
-
Crítica do filme Polar - AdoroCinema14 março 2025
-
Annalyn's Thoughts: Rewind: Ping Pong The Animation14 março 2025
-
Kick the Dummy Jogue Agora Online Gratuitamente Y8.com14 março 2025