Sustainability, Free Full-Text
Por um escritor misterioso
Descrição
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.
Sustainability, Free Full-Text
Sustainability, Free Full-Text, Place Branding and Urban Regeneration as Dialectical Processes in Local Development Pl…
PDF) Seeing Beyond Silos: Transdisciplinary Approaches to Education as a Means of Addressing Sustainability Issues
RePub, Erasmus University Repository: Barriers and drivers to sustainable business model innovation: Organization design and dynamic capabilities
Sustainability: A Comprehensive Foundation - Open Textbook Library
Sustainability, Free Full-Text
:max_bytes(150000):strip_icc()/terms_s_sustainability_FINAL-78ce04eecd9b42e8ab1222b98c6aa79e.jpg)
What is Sustainability? How Sustainabilities Work, Benefits, and Example
FULL TEXT: Q2 2023 Ghana Business Sustainability Report
Sustainability: A Comprehensive Foundation : Tom Theis and Jonathan Tomkin, Editors : Free Download, Borrow, and Streaming : Internet Archive
PDF) The Role of Environmental Management Control Systems for Ecological Sustainability and Sustainable Performance
G Tec Ddv 3810 Drivers - Colaboratory
All the Green without the pinching - Essential Business
Educational Resources on Sustainability
Premium Photo Abstract 3d leaves forming sustainability text on white background, creative eco environment innovation, clean sustainable energy industrial business trend
:max_bytes(150000):strip_icc()/paycheck-to-paycheck.asp-final-e42b0a5e80094168ae2de4133dc59e09.png)
