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Street view imagery (SVI), largely captured via outfitted fleets or mounted dashcams in consumer vehicles is a rapidly growing source of geospatial data used in urban sensing and development. These datasets are often collected…

人机交互 · 计算机科学 2024-04-02 Tahiya Chowdhury , Ilan Mandel , Jorge Ortiz , Wendy Ju

As digital tools increasingly shape spatial planning practices, understanding how different data sources reflect human experiences of urban environments is essential. Street View Imagery (SVI) and Public Participation GIS (PPGIS) represent…

计算机视觉与模式识别 · 计算机科学 2025-11-11 Milad Malekzadeh , Elias Willberg , Jussi Torkko , Silviya Korpilo , Kamyar Hasanzadeh , Olle Järv , Tuuli Toivonen

Street View Imagery (SVI) is a valuable data source for studies (e.g., environmental assessments, green space identification or land cover classification). While commercial SVI is available, such providers commonly restrict copying or reuse…

计算机视觉与模式识别 · 计算机科学 2024-11-05 Matthew Danish , SM Labib , Britta Ricker , Marco Helbich

Studies evaluating bikeability usually compute spatial indicators shaping cycling conditions and conflate them in a quantitative index. Much research involves site visits or conventional geospatial approaches, and few studies have leveraged…

计算机视觉与模式识别 · 计算机科学 2021-09-21 Koichi Ito , Filip Biljecki

Visibility analysis in urban planning has traditionally relied on line-of-sight (LoS) simulations, which capture geometric occlusion. However, these approaches depend on accurate 3D data that is often unavailable and may not adequately…

计算机视觉与模式识别 · 计算机科学 2026-05-15 Zicheng Fan , Kunihiko Fujiwara , Pengyuan Liu , Fan Zhang , Filip Biljecki

Street View Images (SVI) are a common source of valuable data for researchers. Researchers have used SVI data for estimating pedestrian volumes, demographic surveillance, and to better understand built and natural environments in…

计算机视觉与模式识别 · 计算机科学 2024-01-25 Matthew Martell , Nick Terry , Ribhu Sengupta , Chris Salazar , Nicole A. Errett , Scott B. Miles , Joseph Wartman , Youngjun Choe

Street-view imagery (SVI) is widely used to quantify key indicators of urban environment, such as green- ery, sky, or road view indices. However, existing studies largely focus on measuring current streetscapes and rarely support the…

计算机视觉与模式识别 · 计算机科学 2026-05-19 Yuzhou Chen , Yuebing Liang , Lingqian Hu , Kailai Sun , Qingqi Song , Chang Zhao , Shenhao Wang

On-road air pollution exhibits substantial variability over short distances due to emission sources, dilution, and physicochemical processes. Integrating mobile monitoring data with street view images (SVIs) holds promise for predicting…

机器学习 · 计算机科学 2024-09-20 Hui Zhong , Di Chen , Pengqin Wang , Wenrui Wang , Shaojie Shen , Yonghong Liu , Meixin Zhu

Micro-scale street-level economic assessment is fundamental for precision spatial resource allocation. While Street View Imagery (SVI) advances urban sensing, existing approaches remain semantically superficial and overlook brand hierarchy…

计算机与社会 · 计算机科学 2026-04-23 Xinxin Zhuo , Mengyuan Niu , Ruizhe Wang , Junyan Yang , Qiao Wang

Street view data is increasingly being used in computer vision applications in recent years. Machine learning datasets are collected for these applications using simple sampling techniques. These datasets are assumed to be a systematic…

计算机视觉与模式识别 · 计算机科学 2025-05-19 Tim Alpherts , Sennay Ghebreab , Nanne van Noord

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…

计算机视觉与模式识别 · 计算机科学 2025-06-02 Huan Ning , Zhenlong Li , Manzhu Yu , Wenpeng Yin

Designing socially active streets has long been a goal of urban planning, yet existing quantitative research largely measures pedestrian volume rather than the quality of social interactions. We hypothesize that street view imagery -- an…

计算机视觉与模式识别 · 计算机科学 2025-08-11 Kieran Elrod , Katherine Flanigan , Mario Bergés

Street imagery is a promising big data source providing current and historical images in more than 100 countries. Previous studies used this data to audit built environment features. Here we explore a novel application, using Google Street…

Perception research is increasingly modelled using streetscapes, yet many approaches still rely on pixel features or object co-occurrence statistics, overlooking the explicit relations that shape human perception. This study proposes a…

计算机视觉与模式识别 · 计算机科学 2025-12-23 Yunlong Liu , Shuyang Li , Pengyuan Liu , Yu Zhang , Rudi Stouffs

Street view imagery is extensively utilized in representation learning for urban visual environments, supporting various sustainable development tasks such as environmental perception and socio-economic assessment. However, it is…

计算机视觉与模式识别 · 计算机科学 2026-02-24 Yong Li , Yingjing Huang , Gengchen Mai , Fan Zhang

In recent years, there has been an increasing interest in image anonymization, particularly focusing on the de-identification of faces and individuals. However, for self-driving applications, merely de-identifying faces and individuals…

计算机视觉与模式识别 · 计算机科学 2025-01-17 Dongyu Liu , Xuhong Wang , Cen Chen , Yanhao Wang , Shengyue Yao , Yilun Lin

Urban greenery is considered an important factor in relation to sustainable development and people's quality of life in the city. Although ways to measure urban greenery have been proposed, the characteristics of each metric have not been…

计算机与社会 · 计算机科学 2021-05-03 Yusuke Kumakoshi , Sau Yee Chan , Hideki Koizumi , Xiaojiang Li , Yuji Yoshimura

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…

计算机视觉与模式识别 · 计算机科学 2022-01-10 Maryam Hosseini , Fabio Miranda , Jianzhe Lin , Claudio Silva

We have released an open dataset with global coverage on road surface characteristics (paved or unpaved) derived utilising 105 million images from the world's largest crowdsourcing-based street view platform, Mapillary, leveraging…

计算机视觉与模式识别 · 计算机科学 2024-10-30 Sukanya Randhawa , Eren Aygun , Guntaj Randhawa , Benjamin Herfort , Sven Lautenbach , Alexander Zipf

Global Positioning Systems (GPS) have played a crucial role in various navigation applications. Nevertheless, localizing the perfect destination within the last few meters remains an important but unresolved problem. Limited by the GPS…

计算机视觉与模式识别 · 计算机科学 2022-11-18 Chuanbo Hu , Shan Jia , Fan Zhang , Xin Li
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