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The Pavement Condition Index (PCI) is a widely used metric for evaluating pavement performance based on the type, extent and severity of distresses detected on a pavement surface. In recent times, significant progress has been made in…

Computer Vision and Pattern Recognition · Computer Science 2023-10-13 Neema Jakisa Owor , Hang Du , Abdulateef Daud , Armstrong Aboah , Yaw Adu-Gyamfi

Computer vision methods that quantify the perception of urban environment are increasingly being used to study the relationship between a city's physical appearance and the behavior and health of its residents. Yet, the throughput of…

Computer Vision and Pattern Recognition · Computer Science 2016-09-13 Abhimanyu Dubey , Nikhil Naik , Devi Parikh , Ramesh Raskar , César A. Hidalgo

Road damage is an inconvenience and a safety hazard, severely affecting vehicle condition, driving comfort, and traffic safety. The traditional manual visual road inspection process is pricey, dangerous, exhausting, and cumbersome. Also,…

Computer Vision and Pattern Recognition · Computer Science 2022-03-07 Rui Fan , Sicen Guo , Li Wang , Mohammud Junaid Bocus

Maintaining roads is crucial to economic growth and citizen well-being because roads are a vital means of transportation. In various countries, the inspection of road surfaces is still done manually, however, to automate it, research…

Computer Vision and Pattern Recognition · Computer Science 2024-07-22 Linh Trinh , Ali Anwar , Siegfried Mercelis

The disorder of urban streetscapes would negatively affect people's perception of their aesthetic quality. The presence of billboards on building facades has been regarded as an important factor of the disorder, but its quantification…

Computer Vision and Pattern Recognition · Computer Science 2021-06-30 Yusuke Kumakoshi , Shigeaki Onoda , Tetsuya Takahashi , Yuji Yoshimura

Road maintenance is an essential process for guaranteeing the quality of transportation in any city. A crucial step towards effective road maintenance is the ability to update the inventory of the road network. We present a proof of concept…

Computer Vision and Pattern Recognition · Computer Science 2022-10-03 Nicolas Parra-A , Vladimir Vargas-Calderón , Herbert Vinck-Posada , Nicanor Vinck

Current methods of practice for inspection of civil infrastructure typically involve visual assessments conducted manually by trained inspectors. For post-earthquake structural inspections, the number of structures to be inspected often far…

Computer Vision and Pattern Recognition · Computer Science 2018-05-04 Vedhus Hoskere , Yasutaka Narazaki , Tu Hoang , BillieF Spencer

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…

Computer Vision and Pattern Recognition · Computer Science 2024-11-05 Matthew Danish , SM Labib , Britta Ricker , Marco Helbich

Surface inspection systems are an important application domain for computer vision, as they are used for defect detection and classification in the manufacturing industry. Existing systems use hand-crafted features which require extensive…

Image and Video Processing · Electrical Eng. & Systems 2019-04-10 Selim Arikan , Kiran Varanasi , Didier Stricker

Roads are an essential mode of transportation, and maintaining them is critical to economic growth and citizen well-being. With the continued advancement of AI, road surface inspection based on camera images has recently been extensively…

Computer Vision and Pattern Recognition · Computer Science 2024-07-16 Linh Trinh , Ali Anwar , Siegfried Mercelis

Maintaining aging infrastructure is a challenge currently faced by local and national administrators all around the world. An important prerequisite for efficient infrastructure maintenance is to continuously monitor (i.e., quantify the…

Computer Vision and Pattern Recognition · Computer Science 2020-10-23 Hascoet Tristan , Yihao Zhang , Persch Andreas , Ryoichi Takashima , Tetsuya Takiguchi , Yasuo Ariki

The objective of this study is to characterize inequality in infrastructure quality across urban areas. While a growing of body of literature has recognized the importance of characterizing infrastructure inequality in cities and provided…

Computers and Society · Computer Science 2024-03-25 Bo Li , Ali Mostafavi

The condition of a building is an important factor for real estate valuation. Currently, the estimation of condition is determined by real estate appraisers which makes it subjective to a certain degree. We propose a novel vision-based…

Computer Vision and Pattern Recognition · Computer Science 2018-04-27 David Koch , Miroslav Despotovic , Muntaha Sakeena , Mario Döller , Matthias Zeppelzauer

Cities around the world face a critical shortage of affordable and decent housing. Despite its critical importance for policy, our ability to effectively monitor and track progress in urban housing is limited. Deep learning-based computer…

Computer Vision and Pattern Recognition · Computer Science 2024-08-01 Steven Stalder , Michele Volpi , Nicolas Büttner , Stephen Law , Kenneth Harttgen , Esra Suel

Automatic detection and classification of pavement distresses is critical in timely maintaining and rehabilitating pavement surfaces. With the evolution of deep learning and high performance computing, the feasibility of vision-based…

Computer Vision and Pattern Recognition · Computer Science 2020-12-01 Vishal Mandal , Abdul Rashid Mussah , Yaw Adu-Gyamfi

Deep learning based computer vision models are increasingly used by urban planners to support decision making for shaping urban environments. Such models predict how people perceive the urban environment quality in terms of e.g. its safety…

Computer Vision and Pattern Recognition · Computer Science 2022-08-30 Ruben Sangers , Jan van Gemert , Sander van Cranenburgh

This paper presents a comprehensive review of recent advancements in image processing and deep learning techniques for pavement distress detection and classification, a critical aspect in modern pavement management systems. The conventional…

Computer Vision and Pattern Recognition · Computer Science 2023-08-03 Sizhe Guan , Haolan Liu , Hamid R. Pourreza , Hamidreza Mahyar

How to assess the potential of liking a city or a neighborhood before ever having been there. The concept of urban quality has until now pertained to global city ranking, where cities are evaluated under a grid of given parameters, or…

Computers and Society · Computer Science 2020-01-30 Diana Alvarez-Marin , Karla Saldana Ochoa

In the past few years, computer vision and pattern recognition systems have been becoming increasingly more powerful, expanding the range of automatic tasks enabled by machine vision. Here we show that computer analysis of building images…

Computer Vision and Pattern Recognition · Computer Science 2023-06-22 Fan Wei , Yuan Li , Lior Shamir

Poor road conditions are a public nuisance, causing passenger discomfort, damage to vehicles, and accidents. In the U.S., road-related conditions are a factor in 22,000 of the 42,000 traffic fatalities each year. Although we often complain…

Computers and Society · Computer Science 2017-10-11 Umang Bhatt , Shouvik Mani , Edgar Xi , J. Zico Kolter