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Despite the important role of sidewalks in supporting mobility, accessibility, and public health, there is a lack of high-quality datasets and corresponding analyses on sidewalk existence and condition. Our work explores a twofold vision:…

Human-Computer Interaction · Computer Science 2022-07-28 Jon E. Froehlich , Michael Saugstad , Manaswi Saha , Matthew Johnson

There is a lack of data on the location, condition, and accessibility of sidewalks across the world, which not only impacts where and how people travel but also fundamentally limits interactive mapping tools and urban analytics. In this…

Computer Vision and Pattern Recognition · Computer Science 2022-08-23 Maryam Hosseini , Mikey Saugstad , Fabio Miranda , Andres Sevtsuk , Claudio T. Silva , Jon E. Froehlich

While designing sustainable and resilient urban built environment is increasingly promoted around the world, significant data gaps have made research on pressing sustainability issues challenging to carry out. Pavements are known to have…

Computer Vision and Pattern Recognition · Computer Science 2022-01-10 Maryam Hosseini , Fabio Miranda , Jianzhe Lin , Claudio Silva

Sidewalk width is an important indicator of pedestrian accessibility, comfort, and network quality, yet large-scale width data remain scarce in most cities. Existing approaches typically rely on costly field surveys, high-resolution…

Computer Vision and Pattern Recognition · Computer Science 2026-03-25 Kaizhen Tan , Fan Zhang

Walkability is a key component of sustainable urban development. In walkability studies, collecting detailed pedestrian infrastructure data remains challenging due to the high costs and limited scalability of traditional methods. Sidewalk…

Robotics · Computer Science 2025-11-25 Xing Tong , Michele D. Simoni , Kaj Munhoz Arfvidsson , Jonas Mårtensson

This paper introduces SideSeeing, a novel initiative that provides tools and datasets for assessing the built environment. We present a framework for street-level data acquisition, loading, and analysis. Using the framework, we collected a…

Computer Vision and Pattern Recognition · Computer Science 2024-07-15 R. J. P. Damaceno , L. Ferreira , F. Miranda , M. Hosseini , R. M. Cesar

Accurately measuring street dimensions is essential to evaluating how their design influences both travel behavior and safety. However, gathering street-level information at city scale with precision is difficult given the quantity and…

Physics and Society · Physics 2026-01-28 Marcel Moran , Arunav Gupta , Jiali Qian , Debra Laefer

Sidewalk sheds are a common feature of the streetscape in New York City, reflecting ongoing construction and maintenance activities. However, policymakers and local business owners have raised concerns about reduced storefront visibility…

Human-Computer Interaction · Computer Science 2026-04-01 Junyi Li , Zhaoxi Zhang , Tamir Mendel , Takahiro Yabe

Built environment auditing refers to the systematic documentation and assessment of urban and rural spaces' physical, social, and environmental characteristics, such as walkability, road conditions, and traffic lights. It is used to collect…

Computer Vision and Pattern Recognition · Computer Science 2025-06-02 Huan Ning , Zhenlong Li , Manzhu Yu , Wenpeng Yin

Obstacles on the sidewalk often block the path, limiting passage and resulting in frustration and wasted time, especially for citizens and visitors who use assistive devices (wheelchairs, walkers, strollers, canes, etc). To enable equal…

Computer Vision and Pattern Recognition · Computer Science 2022-11-09 Cláudia Fonseca Pinhão , Chris Eijgenstein , Iva Gornishka , Shayla Jansen , Diederik M. Roijers , Daan Bloembergen

In the wake of the pandemic, the inadequacy of urban sidewalks to comply with social distancing remains untackled in academy. Beyond isolated efforts (from sidewalk widenings to car-free Open Streets), there is a need for a large-scale and…

Physics and Society · Physics 2020-09-29 Daniel Rhoads , Albert Solé-Ribalta , Marta C. González , Javier Borge-Holthoefer

An understanding of pedestrian dynamics is indispensable for numerous urban applications including the design of transportation networks and planing for business development. Pedestrian counting often requires utilizing manual or technical…

Computer Vision and Pattern Recognition · Computer Science 2021-10-12 Eric K. Tokuda , Yitzchak Lockerman , Gabriel B. A. Ferreira , Ethan Sorrelgreen , David Boyle , Roberto M. Cesar-Jr. , Claudio T. Silva

We examine the potential of using large-scale open crowdsourced sidewalk data from Project Sidewalk to study the distribution and condition of sidewalks in Seattle, WA. While potentially noisier than professionally gathered sidewalk…

Sidewalks play a pivotal role in urban mobility of everyday life. Ideally, sidewalks provide a safe walkway for pedestrians, link public transportation facilities, and equip people with routing and navigation services. However, there is a…

Computers and Society · Computer Science 2022-10-06 Kazi Shahrukh Omar , Gustavo Moreira , Daniel Hodczak , Maryam Hosseini , Fabio Miranda

People with limited mobility in the U.S. (defined as having difficulty or inability to walk a quarter of a mile without help and without the use of special equipment) face a growing informational gap: while pedestrian routing algorithms are…

Computers and Society · Computer Science 2016-02-16 Nicholas Bolten , Amirhossein Amini , Yun Hao , Vaishnavi Ravichandran , Andre Stephens , Anat Caspi

In recent years, street view imagery has grown to become one of the most important sources of geospatial data collection and urban analytics, which facilitates generating meaningful insights and assisting in decision-making. Synthesizing a…

Computer Vision and Pattern Recognition · Computer Science 2025-10-01 Khawlah Bajbaa , Muhammad Usman , Saeed Anwar , Ibrahim Radwan , Abdul Bais

Despite diverse mobility needs worldwide, existing mapping tools fail to address the varied experiences of different mobility device users. This paper presents a large-scale online survey exploring how five mobility groups -- users of…

Human-Computer Interaction · Computer Science 2025-02-28 Chu Li , Rock Yuren Pang , Delphine Labbé , Yochai Eisenberg , Maryam Hosseini , Jon E. Froehlich

The inspection of the Public Right of Way (PROW) for accessibility barriers is necessary for monitoring and maintaining the built environment for communities' walkability, rollability, safety, active transportation, and sustainability.…

Computer Vision and Pattern Recognition · Computer Science 2023-05-08 Yuxiang Zhang , Suresh Devalapalli , Sachin Mehta , Anat Caspi

This paper introduces our methodology to estimate sidewalk accessibilities from wheelchair behavior via a triaxial accelerometer in a smartphone installed under a wheelchair seat. Our method recognizes sidewalk accessibilities from…

Machine Learning · Computer Science 2021-01-12 Takumi Watanabe , Hiroki Takahashi , Goh Sato , Yusuke Iwasawa , Yutaka Matsuo , Ikuko Eguchi Yairi

Pedestrians and drivers interact closely in a wide range of environments. Autonomous vehicles (AVs) correspondingly face the need to predict pedestrians' future trajectories in these same environments. Traditional model-based prediction…

Robotics · Computer Science 2020-06-02 Cyrus Anderson , Ram Vasudevan , Matthew Johnson-Roberson
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