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This is a no brainer. Using bicycles to commute is the most sustainable form of transport, is the least expensive to use and are pollution-free. Towns and cities have to be made bicycle-friendly to encourage their wide usage. Therefore,…

In cities worldwide, cars cause health and traffic problems whichcould be partly mitigated through an increased modal share of bicycles. Many people, however, avoid cycling due to a lack of perceived safety. For city planners, addressing…

机器学习 · 计算机科学 2023-03-15 Ahmet-Serdar Karakaya , Thomas Ritter , Felix Biessmann , David Bermbach

Nairobi is one of the fastest growing metropolitan cities and a major business and technology powerhouse in Africa. However, Nairobi currently lacks monitoring technologies to obtain reliable data on traffic and road infrastructure…

An increased modal share of bicycle traffic is a key mechanism to reduce emissions and solve traffic-related problems. However, a lack of (perceived) safety keeps people from using their bikes more frequently. To improve safety in bicycle…

计算机与社会 · 计算机科学 2020-07-07 Ahmet-Serdar Karakaya , Jonathan Hasenburg , David Bermbach

Road networks are among the most essential components of a country's infrastructure. By facilitating the movement and exchange of goods, people, and ideas, they support economic and cultural activity both within and across borders.…

机器学习 · 计算机科学 2020-12-02 Benjamin Choi , John Kamalu

Active travel is an essential component in intelligent transportation systems. Cycling, as a form of active travel, shares the road space with motorised traffic which often affects the cyclists' safety and comfort and therefore peoples'…

多媒体 · 计算机科学 2024-04-17 Chia-Yen Chiang , Ruikang Zhong , Jennifer Ding , Joseph Wood , Stephen Bee , Mona Jaber

Aiming to reduce pollutant emissions, bicycles are regaining popularity specially in urban areas. However, the number of cyclists' fatalities is not showing the same decreasing trend as the other traffic groups. Hence, monitoring cyclists'…

计算机视觉与模式识别 · 计算机科学 2017-04-26 Miguel Costa , Beatriz Quintino Ferreira , Manuel Marques

Estimates of road grade/slope can add another dimension of information to existing 2D digital road maps. Integration of road grade information will widen the scope of digital map's applications, which is primarily used for navigation, by…

信号处理 · 电气工程与系统科学 2020-06-09 Abhishek Gupta , Shaohan Hu , Weida Zhong , Adel Sadek , Lu Su , Chunming Qiao

While cycling offers an attractive option for sustainable transportation, many potential cyclists are discouraged from taking up cycling due to the lack of suitable and safe infrastructure. Efficiently mapping cycling infrastructure across…

计算机视觉与模式识别 · 计算机科学 2025-04-02 Kal Backman , Ben Beck , Dana Kulić

It's important to monitor road issues such as bumps and potholes to enhance safety and improve road conditions. Smartphones are equipped with various built-in sensors that offer a cost-effective and straightforward way to assess road…

Smartphones are equipped with sensors such as accelerometers, gyroscope, and GPS in one cost-effective device with an acceptable level of accuracy. There have been some research studies carried out in terms of using smartphones to measure…

人机交互 · 计算机科学 2019-03-01 Sayna Firoozi Yeganeh , Ahmadreza Mahmoudzadeh , Mohammad Amin Azizpour , Amir Golroo

High-quality data on existing bicycle infrastructure are a requirement for evidence-based bicycle network planning, which supports a green transition of human mobility. However, this requirement is rarely met: Data from governmental…

计算机与社会 · 计算机科学 2025-01-22 Ane Rahbek Vierø , Anastassia Vybornova , Michael Szell

Smartphones have become the most pervasive devices in people's lives, and are clearly transforming the way we live and perceive technology. Today's smartphones benefit from almost ubiquitous Internet connectivity and come equipped with a…

计算机与社会 · 计算机科学 2017-09-13 Francesco Restuccia , Nirnay Ghosh , Shameek Bhattacharjee , Sajal Das , Tommaso Melodia

Owing to the expeditious growth in the information and communication technologies, smart cities have raised the expectations in terms of efficient functioning and management. One key aspect of residents' daily comfort is assured through…

计算机与社会 · 计算机科学 2018-09-11 Amr S. El-Wakeel , Aboelmagd Noureldin , Hossam S. Hassanein , Nizar Zorba

Cycling plays an important role in sustainable urban mobility, yet how people perceive cycling infrastructure varies widely and remains challenging to assess at large spatial scales. Existing research has mainly relied on surveys or…

社会与信息网络 · 计算机科学 2026-03-19 Shiva Azimi , Arash Tavakoli

Road unevenness significantly impacts the safety and comfort of traffic participants, especially vulnerable groups such as cyclists and wheelchair users. To train models for comprehensive road surface assessments, we introduce…

计算机视觉与模式识别 · 计算机科学 2025-01-22 Alexandra Kapp , Edith Hoffmann , Esther Weigmann , Helena Mihaljević

Cycling is reported by an average of 35\% of adults at least once per week across 28 countries, and as vulnerable road users directly exposed to their surroundings, cyclists experience the street at an intensity unmatched by other modes.…

物理与社会 · 物理学 2026-02-12 Haining Ding , Chenxi Wang , Michal Gath-Morad

This paper introduces SurfaceAI, a pipeline designed to generate comprehensive georeferenced datasets on road surface type and quality from openly available street-level imagery. The motivation stems from the significant impact of road…

计算机视觉与模式识别 · 计算机科学 2024-11-28 Alexandra Kapp , Edith Hoffmann , Esther Weigmann , Helena Mihaljević

Mobile sensing is an emerging technology that utilizes agent-participatory data for decision making or state estimation, including multimedia applications. This article investigates the structure of mobile sensing schemes and introduces…

社会与信息网络 · 计算机科学 2016-11-15 Pin-Yu Chen , Shin-Ming Cheng , Pai-Shun Ting , Chia-Wei Lien , Fu-Jen Chu

Understanding the motivators and deterrents to cycling is essential for creating infrastructure that gets more people to adopt cycling as a mode of transport. This paper demonstrates a new approach to support the prioritization of cycling…

物理与社会 · 物理学 2021-05-11 Hussein Mahfouz , Elsa Arcaute , Robin Lovelace
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