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A persistent challenge in the field of Intelligent Transportation Systems is to extract accurate traffic insights from geographic regions with scarce or no data coverage. To this end, we propose solutions for speed prediction using sparse…

人工智能 · 计算机科学 2024-02-13 Sarah Almeida Carneiro , Giovanni Chierchia , Aurelie Pirayre , Laurent Najman

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…

计算机视觉与模式识别 · 计算机科学 2024-07-22 Linh Trinh , Ali Anwar , Siegfried Mercelis

Autonomous navigation in unstructured off-road environments is greatly improved by semantic scene understanding. Conventional image processing algorithms are difficult to implement and lack robustness due to a lack of structure and high…

计算机视觉与模式识别 · 计算机科学 2023-03-29 Anthony Medellin , Anant Bhamri , Reza Langari , Swaminathan Gopalswamy

Crowd monitoring and analysis in mass events are highly important technologies to support the security of attending persons. Proposed methods based on terrestrial or airborne image/video data often fail in achieving sufficiently accurate…

计算机视觉与模式识别 · 计算机科学 2013-04-24 Roland Perko , Thomas Schnabel , Gerald Fritz , Alexander Almer , Lucas Paletta

Robust road segmentation is a key challenge in self-driving research. Though many image-based methods have been studied and high performances in dataset evaluations have been reported, developing robust and reliable road segmentation is…

计算机视觉与模式识别 · 计算机科学 2019-05-29 Huafeng Liu , Yazhou Yao , Zeren Sun , Xiangrui Li , Ke Jia , Zhenmin Tang

This study presents an innovative approach for automatic road detection with deep learning, by employing fusion strategies for utilizing both lower-resolution satellite imagery and GPS trajectory data, a concept never explored before. We…

计算机视觉与模式识别 · 计算机科学 2023-12-29 Necip Enes Gengec , Ergin Tari , Ulas Bagci

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…

计算机视觉与模式识别 · 计算机科学 2016-09-13 Abhimanyu Dubey , Nikhil Naik , Devi Parikh , Ramesh Raskar , César A. Hidalgo

There is an increasing popularity in exploiting modern vehicles as mobile sensors to obtain important road information such as potholes, black ice and road profile. Availability of such information has been identified as a key enabler for…

系统与控制 · 电气工程与系统科学 2022-06-13 Mohammad R. Hajidavalloo , Zhaojian Li , Xin Xia , Ali Louati , Minghui Zheng , Weichao Zhuang

The robust and safe operation of automated vehicles underscores the critical need for detailed and accurate topological maps. At the heart of this requirement is the construction of lane graphs, which provide essential information on lane…

机器人学 · 计算机科学 2024-07-09 Martin Büchner , Simon Dorer , Abhinav Valada

Many tasks performed by autonomous vehicles such as road marking detection, object tracking, and path planning are simpler in bird's-eye view. Hence, Inverse Perspective Mapping (IPM) is often applied to remove the perspective effect from a…

计算机视觉与模式识别 · 计算机科学 2019-05-03 Tom Bruls , Horia Porav , Lars Kunze , Paul Newman

Automation in mining requires accurate maps of road networks on site. Because roads on open-cut mines are dynamic in nature and continuously changing, manually updating road maps is tedious and error-prone. This paper investigates the…

机器学习 · 计算机科学 2022-06-29 Konstantin M. Seiler

Road networks exist in the form of polylines with attributes within the GIS databases. Such a representation renders the geographic data impracticable for 3D road traffic simulation. In this work, we propose a method to transform raw GIS…

计算机视觉与模式识别 · 计算机科学 2021-11-01 Yacine Amara , Abdenour Amamra , Yasmine Daheur , Lamia Saichi

In autonomous driving, recent advances in lane segment perception provide autonomous vehicles with a comprehensive understanding of driving scenarios. Moreover, incorporating prior information input into such perception model represents an…

计算机视觉与模式识别 · 计算机科学 2025-04-14 Peijin Jia , Ziang Luo , Tuopu Wen , Mengmeng Yang , Kun Jiang , Le Cui , Diange Yang

Existing autonomous driving systems rely on onboard sensors (cameras, LiDAR, IMU, etc) for environmental perception. However, this paradigm is limited by the drive-time perception horizon and often fails under limited view scope, occlusion…

计算机视觉与模式识别 · 计算机科学 2025-12-09 Xiaosong Jia , Chenhe Zhang , Yule Jiang , Songbur Wong , Zhiyuan Zhang , Chen Chen , Shaofeng Zhang , Xuanhe Zhou , Xue Yang , Junchi Yan , Yu-Gang Jiang

World-wide detailed 2D maps require enormous collective efforts. OpenStreetMap is the result of 11 million registered users manually annotating the GPS location of over 1.75 billion entries, including distinctive landmarks and common urban…

计算机视觉与模式识别 · 计算机科学 2024-11-25 Matteo Toso , Stefano Fiorini , Stuart James , Alessio Del Bue

Flexible road pavements deteriorate primarily due to traffic and adverse environmental conditions. Cracking is the most common deterioration mechanism; the surveying thereof is typically conducted manually using internationally defined…

计算机视觉与模式识别 · 计算机科学 2023-04-07 Hermann Tapamo , Anna Bosman , James Maina , Emile Horak

In this work, we present a novel method for extensive multi-scale generative terrain modeling. At the core of our model is a cascade of superresolution diffusion models that can be combined to produce consistent images across multiple…

计算机视觉与模式识别 · 计算机科学 2024-09-12 Ansh Sharma , Albert Xiao , Praneet Rathi , Rohit Kundu , Albert Zhai , Yuan Shen , Shenlong Wang

Detection of buildings and other objects from aerial images has various applications in urban planning and map making. Automated building detection from aerial imagery is a challenging task, as it is prone to varying lighting conditions,…

计算机视觉与模式识别 · 计算机科学 2018-10-09 Clint Sebastian , Bas Boom , Thijs van Lankveld , Egor Bondarev , Peter H. N. De With

Aircraft-based surveying to collect airborne electromagnetic data is a key method to image large swaths of the Earth's surface in pursuit of better knowledge of aquifer systems. Despite many years of advancements, 3D inversion still poses…

地球物理 · 物理学 2025-03-04 Ophir Greif , Bas Peters , Michael S. McMillan , Paulina Wozniakowska , Eldad Haber

Aiming for higher-level scene understanding, this work presents a neural network approach that takes a road-layout map in bird's-eye-view as input, and predicts a human-interpretable graph that represents the road's topological layout. Our…

计算机视觉与模式识别 · 计算机科学 2022-05-02 Chenyang Lu , Gijs Dubbelman