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相关论文: Enhancing Highway Safety: Accident Detection on th…

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Even though a significant amount of work has been done to increase the safety of transportation networks, accidents still occur regularly. They must be understood as an unavoidable and sporadic outcome of traffic networks. We present the…

计算机视觉与模式识别 · 计算机科学 2025-08-21 Walter Zimmer , Ross Greer , Xingcheng Zhou , Rui Song , Marc Pavel , Daniel Lehmberg , Ahmed Ghita , Akshay Gopalkrishnan , Mohan Trivedi , Alois Knoll

Even though a significant amount of work has been done to increase the safety of transportation networks, accidents still occur regularly. They must be understood as unavoidable and sporadic outcomes of traffic networks. No public dataset…

Traffic accidents pose a severe global public health issue, leading to 1.19 million fatalities annually, with the greatest impact on individuals aged 5 to 29 years old. This paper addresses the critical need for advanced predictive methods…

机器学习 · 计算机科学 2024-06-21 Noushin Behboudi , Sobhan Moosavi , Rajiv Ramnath

Road crashes and related forms of accidents are a common cause of injury and death among the human population. According to 2015 data from the World Health Organization, road traffic injuries resulted in approximately 1.25 million deaths…

计算机视觉与模式识别 · 计算机科学 2018-11-06 Rateb Jabbar , Khalifa Al-Khalifa , Mohamed Kharbeche , Wael Alhajyaseen , Mohsen Jafari , Shan Jiang

We introduce ACCIDENT, a benchmark dataset for traffic accident detection in CCTV footage, designed to evaluate models in supervised (IID and OOD) and zero-shot settings, reflecting both data-rich and data-scarce scenarios. The benchmark…

计算机视觉与模式识别 · 计算机科学 2026-04-14 Lukas Picek , Michal Čermák , Marek Hanzl , Vojtěch Čermák

Road accidents are quite common in almost every part of the world, and, in majority, fatal accidents are attributed to over speeding of vehicles. The tendency to over speeding is usually tried to be controlled using check points at various…

机器学习 · 计算机科学 2024-08-09 Subhasis Dasgupta , Arshi Naaz , Jayeeta Choudhury , Nancy Lahiri

The World Health Organization (WHO) reported 1.25 million deaths yearly due to road traffic accidents worldwide and the number has been continuously increasing over the last few years. Nearly fifth of these accidents are caused by…

计算机视觉与模式识别 · 计算机科学 2019-01-29 Hesham M. Eraqi , Yehya Abouelnaga , Mohamed H. Saad , Mohamed N. Moustafa

Each year, around 6 million car accidents occur in the U.S. on average. Road safety features (e.g., concrete barriers, metal crash barriers, rumble strips) play an important role in preventing or mitigating vehicle crashes. Accurate maps of…

计算机视觉与模式识别 · 计算机科学 2019-07-31 Arpan Sainju , Zhe Jiang

Road traffic accidents pose a significant global public health concern, leading to injuries, fatalities, and vehicle damage. Approximately 1,3 million people lose their lives daily due to traffic accidents [World Health Organization, 2022].…

计算机视觉与模式识别 · 计算机科学 2023-11-29 Dila Dede , Mehmet Ali Sarsıl , Ata Shaker , Olgu Altıntaş , Onur Ergen

Advancement in transportation system has boosted speed of our lives. Meantime, road traffic accident is a major global health issue resulting huge loss of lives, properties and valuable time. It is considered as one of the reasons of…

其他计算机科学 · 计算机科学 2020-01-03 Supriya Sarker , Md. Sajedur Rahman , Mohammad Nazmus Sakib

Improving road safety is hugely important with the number of deaths on the world's roads remaining unacceptably high; an estimated 1.35 million people die each year (WHO, 2020). Current practice for treating collision hotspots is almost…

应用统计 · 统计学 2023-02-02 Nicola Hewett , Andrew Golightly , Lee Fawcett , Neil Thorpe

Intelligent Transportation Systems (ITS) allow a drastic expansion of the visibility range and decrease occlusions for autonomous driving. To obtain accurate detections, detailed labeled sensor data for training is required. Unfortunately,…

计算机视觉与模式识别 · 计算机科学 2023-06-16 Walter Zimmer , Christian Creß , Huu Tung Nguyen , Alois C. Knoll

Data-intensive machine learning based techniques increasingly play a prominent role in the development of future mobility solutions - from driver assistance and automation functions in vehicles, to real-time traffic management systems…

计算机视觉与模式识别 · 计算机科学 2022-05-16 Christian Creß , Walter Zimmer , Leah Strand , Venkatnarayanan Lakshminarasimhan , Maximilian Fortkord , Siyi Dai , Alois Knoll

The majority of human deaths and injuries are caused by traffic accidents. A million people worldwide die each year due to traffic accident injuries, consistent with the World Health Organization. Drivers who do not receive enough sleep,…

机器学习 · 计算机科学 2023-03-14 Jagbeer Singh , Ritika Kanojia , Rishika Singh , Rishita Bansal , Sakshi Bansal

We introduce the first very large detection dataset for event cameras. The dataset is composed of more than 39 hours of automotive recordings acquired with a 304x240 ATIS sensor. It contains open roads and very diverse driving scenarios,…

计算机视觉与模式识别 · 计算机科学 2020-02-03 Pierre de Tournemire , Davide Nitti , Etienne Perot , Davide Migliore , Amos Sironi

We consider the problem of traffic accident analysis on a road network based on road network connections and traffic volume. Previous works have designed various deep-learning methods using historical records to predict traffic accident…

社会与信息网络 · 计算机科学 2025-10-22 Abhinav Nippani , Dongyue Li , Haotian Ju , Haris N. Koutsopoulos , Hongyang R. Zhang

Reducing traffic accidents is an important public safety challenge. However, the majority of studies on traffic accident analysis and prediction have used small-scale datasets with limited coverage, which limits their impact and…

Road traffic casualties represent a hidden global epidemic, demanding evidence-based interventions. This paper demonstrates a network lattice approach for identifying road segments of particular concern, based on a case study of a major…

应用统计 · 统计学 2023-03-13 Andrea Gilardi , Jorge Mateu , Riccardo Borgoni , Robin Lovelace

Due to increasing urban population and growing number of motor vehicles, traffic congestion is becoming a major problem of the 21st century. One of the main reasons behind traffic congestion is accidents which can not only result in…

人工智能 · 计算机科学 2018-01-02 A. Murat Ozbayoglu , Gokhan Kucukayan , Erdogan Dogdu

A significant number of traffic crashes are secondary crashes that occur because of an earlier incident on the road. Thus, early detection of traffic incidents is crucial for road users from safety perspectives with a potential to reduce…

计算机与社会 · 计算机科学 2026-02-10 Sudipta Roy , Samiul Hasan
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