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Assistive visual navigation systems for visually impaired individuals have become increasingly popular thanks to the rise of mobile computing. Most of these devices work by translating visual information into voice commands. In complex…

计算机视觉与模式识别 · 计算机科学 2024-12-18 Hao Wang , Jiayou Qin , Xiwen Chen , Ashish Bastola , John Suchanek , Zihao Gong , Abolfazl Razi

The trajectory data of traffic participants (TPs) is a fundamental resource for evaluating traffic conditions and optimizing policies, especially at urban intersections. Although data acquisition using drones is efficient, existing datasets…

机器人学 · 计算机科学 2026-02-24 Yiyang Chen , Zhigang Wu , Guohong Zheng , Xuesong Wu , Liwen Xu , Haoyuan Tang , Zhaocheng He , Haipeng Zeng

We present a new dataset with annotated eye movements. The dataset consists of over 800,000 gaze points recorded during a car ride in the real world and in the simulator. In total, the eye movements of 19 subjects were annotated. In this…

计算机视觉与模式识别 · 计算机科学 2021-01-13 Wolfgang Fuhl , Enkelejda Kasneci

High-resolution location ("heartbeat") data of transit fleet vehicles is a relatively new data source for many transit agencies. On its surface, the heartbeat data can provide a wealth of information about all operational details of a…

应用统计 · 统计学 2023-08-17 Yuzhu Huang , Awad Abdelhalim , Anson Stewart , Jinhua Zhao , Haris Koutsopoulos

Visual surveillance technology is an indispensable functional component of advanced traffic management systems. It has been applied to perform traffic supervision tasks, such as object detection, tracking and recognition. However, adverse…

计算机视觉与模式识别 · 计算机科学 2023-04-20 Yu Guo , Ryan Wen Liu , Jiangtian Nie , Lingjuan Lyu , Zehui Xiong , Jiawen Kang , Han Yu , Dusit Niyato

We propose a novel method to estimate a driver's points-of-gaze using a pair of ordinary cameras mounted on the windshield and dashboard of a car. This is a challenging problem due to the dynamics of traffic environments with 3D scenes of…

计算机视觉与模式识别 · 计算机科学 2024-04-12 Dat Viet Thanh Nguyen , Anh Tran , Hoai Nam Vu , Cuong Pham , Minh Hoai

Vehicle tracking, a core application to smart city video analytics, is becoming more widely deployed than ever before thanks to the increasing number of traffic cameras and recent advances of computer vision and machine learning. Due to the…

分布式、并行与集群计算 · 计算机科学 2020-02-12 Zheng Dong , Yan Lu , Guangmo Tong , Yuanchao Shu , Shuai Wang , Weisong Shi

This paper sets a new foundation for data-driven inertial navigation research, where the task is the estimation of positions and orientations of a moving subject from a sequence of IMU sensor measurements. More concretely, the paper…

计算机视觉与模式识别 · 计算机科学 2019-05-31 Hang Yan , Sachini Herath , Yasutaka Furukawa

Automatic traffic accidents detection has appealed to the machine vision community due to its implications on the development of autonomous intelligent transportation systems (ITS) and importance to traffic safety. Most previous studies on…

计算机视觉与模式识别 · 计算机科学 2022-09-27 Yajun Xu , Chuwen Huang , Yibing Nan , Shiguo Lian

With the emergence of high-frequency connected and automated vehicle data, analysts have become able to extract useful information from them. To this end, the concept of "driving volatility" is defined and explored as deviation from the…

应用统计 · 统计学 2018-05-16 Mohsen Kamrani , Ramin Arvin , Asad J. Khattak

For the foreseeble future, human beings will likely remain an integral part of the driving task, monitoring the AI system as it performs anywhere from just over 0% to just under 100% of the driving. The governing objectives of the MIT…

We introduce DriveIndia, a large-scale object detection dataset purpose-built to capture the complexity and unpredictability of Indian traffic environments. The dataset contains 66,986 high-resolution images annotated in YOLO format across…

计算机视觉与模式识别 · 计算机科学 2025-08-27 Rishav Kumar , D. Santhosh Reddy , P. Rajalakshmi

This paper examines the problem of dynamic traffic scene classification under space-time variations in viewpoint that arise from video captured on-board a moving vehicle. Solutions to this problem are important for realization of effective…

计算机视觉与模式识别 · 计算机科学 2019-05-31 Athma Narayanan , Isht Dwivedi , Behzad Dariush

This paper proposes the fine-grained traffic prediction task (e.g. interval between data points is 1 minute), which is essential to traffic-related downstream applications. Under this setting, traffic flow is highly influenced by traffic…

机器学习 · 计算机科学 2023-06-21 Zhanyu Liu , Chumeng Liang , Guanjie Zheng , Hua Wei

Traffic conflicts have been studied by the transportation research community as a surrogate safety measure for decades. However, due to the rarity of traffic conflicts, collecting large-scale real-world traffic conflict data becomes…

系统与控制 · 电气工程与系统科学 2023-03-03 Depu Meng , Owen Sayer , Rusheng Zhang , Shengyin Shen , Houqiang Li , Henry X. Liu

Vehicle color recognition plays an important role in intelligent traffic management and criminal investigation assistance. However, the current vehicle color recognition research involves at most 13 types of colors and the recognition…

图像与视频处理 · 电气工程与系统科学 2021-07-22 Hu Ming-Di , Bai Long , Li Ying , Zhao Si-Rui , Chen En-Hong

Forecasting traffic flows is a central task in intelligent transportation system management. Graph structures have shown promise as a modeling framework, with recent advances in spatio-temporal modeling via graph convolution neural…

机器学习 · 计算机科学 2021-10-05 Yuanjie Lu , Parastoo Kamranfar , David Lattanzi , Amarda Shehu

In this paper, we propose SceNDD: a scenario-based naturalistic driving dataset that is built upon data collected from an instrumented vehicle in downtown Indianapolis. The data collection was completed in 68 driving sessions with different…

机器人学 · 计算机科学 2022-12-26 Avinash Prabu , Nitya Ranjan , Lingxi Li , Renran Tian , Stanley Chien , Yaobin Chen , Rini Sherony

Understanding motorist detouring behavior is critical for both traffic operations and planning applications. However, measuring real-world detouring behavior is challenging due to the need to track the movement of individual vehicles.…

计算工程、金融与科学 · 计算机科学 2024-07-25 Mark Franz PhD , Sara Zahedian PhD , Dhairya Parekh , Tahsin Emtenam PhD , Greg Jordan

The growing number of connected vehicles offers an opportunity to leverage internet of vehicles (IoV) data for traffic state estimation (TSE) which plays a crucial role in intelligent transportation systems (ITS). By utilizing only a…

机器学习 · 计算机科学 2024-07-16 Jianzhe Xue , Dongcheng Yuan , Yu Sun , Tianqi Zhang , Wenchao Xu , Haibo Zhou , Xuemin , Shen
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