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The rapid growth of private car ownership has worsened the urban parking predicament, underscoring the need for accurate and effective parking availability prediction to support urban planning and management. To address key limitations in…

Machine Learning · Computer Science 2025-09-05 Yin Huang , Yongqi Dong , Youhua Tang , Li Li

The automobile plays an important role in the economic activities of mankind, especially in the metropolis. Under the circumstances, the demand of quick search for available parking spaces has become a major concern for the automobile…

Computer Vision and Pattern Recognition · Computer Science 2024-04-23 Shuo Zhang , Xin Chen , Zixuan Wang

Remote Sensing Images from satellites have been used in various domains for detecting and understanding structures on the ground surface. In this work, satellite images were used for localizing parking spaces and vehicles in parking lots…

Computer Vision and Pattern Recognition · Computer Science 2020-01-31 Murugesan Vadivel , SelvaKumar Murugan , Suriyadeepan Ramamoorthy , Vaidheeswaran Archana , Malaikannan Sankarasubbu

Location modeling, or determining where non-existing objects could feasibly appear in a scene, has the potential to benefit numerous computer vision tasks, from automatic object insertion to scene creation in virtual reality. Yet, this…

Computer Vision and Pattern Recognition · Computer Science 2025-10-08 Jooyeol Yun , Davide Abati , Mohamed Omran , Jaegul Choo , Amirhossein Habibian , Auke Wiggers

This paper presents DEEGITS (Deep Learning Based Heterogeneous Traffic State Measurement), a comprehensive framework that leverages state-of-the-art convolutional neural network (CNN) techniques to accurately and rapidly detect vehicles and…

Computer Vision and Pattern Recognition · Computer Science 2024-11-14 Muttahirul Islam , Nazmul Haque , Md. Hadiuzzaman

Vehicle hijacking is one of the leading crimes in many cities. For instance, in South Africa, drivers must constantly remain vigilant on the road in order to ensure that they do not become hijacking victims. This work is aimed at developing…

Computation and Language · Computer Science 2022-08-23 Taahir Aiyoob Patel , Clement N. Nyirenda

Weather is an important factor affecting transportation and road safety. In this paper, we leverage state-of-the-art convolutional neural networks in labelling images taken by street and highway cameras located across across North America.…

Computer Vision and Pattern Recognition · Computer Science 2020-01-28 Sheela Ramanna , Cenker Sengoz , Scott Kehler , Dat Pham

The escalation in urban private car ownership has worsened the urban parking predicament, necessitating effective parking availability prediction for urban planning and management. However, the existing prediction methods suffer from low…

Machine Learning · Computer Science 2024-11-05 Yin Huang , Yongqi Dong , Youhua Tang , Li Li

Parking spots are essential components, providing vital mobile resources for residents in a city. Accurate Global Positioning System (GPS) points of parking spots are the core data for subsequent applications,e.g., parking management,…

Machine Learning · Computer Science 2025-10-16 Jiaxing Deng , Junbiao Pang , Zhicheng Wang , Haitao Yu

In this paper, we infer the statuses of a taxi, consisting of occupied, non-occupied and parked, in terms of its GPS trajectory. The status information can enable urban computing for improving a city's transportation systems and land use…

Artificial Intelligence · Computer Science 2012-06-19 Yin Zhu , Yu Zheng , Liuhang Zhang , Darshan Santani , Xing Xie , Qiang Yang

When using vision-based approaches to classify individual parking spaces between occupied and empty, human experts often need to annotate the locations and label a training set containing images collected in the target parking lot to…

Computer Vision and Pattern Recognition · Computer Science 2022-07-26 Andre G. Hochuli , Alceu S. Britto , Paulo R. L. de Almeida , Williams B. S. Alves , Fabio M. C. Cagni

On-street parking is convenient, but has many disadvantages: on-street spots come at the expense of other road uses such as traffic lanes, transit lanes, bike lanes, or parklets; drivers looking for parking contribute substantially to…

Visual localization is an essential component of intelligent transportation systems, enabling broad applications that require understanding one's self location when other sensors are not available. It is mostly tackled by image retrieval…

Computer Vision and Pattern Recognition · Computer Science 2022-05-26 Kyung Ho Park

Accurate camera pose estimation is a fundamental requirement for numerous applications, such as autonomous driving, mobile robotics, and augmented reality. In this work, we address the problem of estimating the global 6 DoF camera pose from…

Computer Vision and Pattern Recognition · Computer Science 2023-12-19 Mohammad Altillawi

In this paper, we proposed a novel and practical solution for the real-time indoor localization of autonomous driving in parking lots. High-level landmarks, the parking slots, are extracted and enriched with labels to avoid the aliasing of…

Computer Vision and Pattern Recognition · Computer Science 2018-09-27 Yewei Huang , Junqiao Zhao , Xudong He , Shaoming Zhang , Tiantian Feng

When a vehicle observes another one, the two vehicles' poses are correlated by this spatial relative observation, which can be used in cooperative localization for further increasing localization accuracy and precision. To use spatial…

Robotics · Computer Science 2017-04-06 Xiaotong Shen , Hans Andersen , Wei Kang Leong , Hai Xun Kong , Marcelo H. Ang , Daniela Rus

This work proposes a perception system for autonomous vehicles and advanced driver assistance specialized on unpaved roads and off-road environments. In this research, the authors have investigated the behavior of Deep Learning algorithms…

Robust and accurate localization is critical for autonomous driving. Traditional GNSS-based localization methods suffer from signal occlusion and multipath effects in urban environments. Meanwhile, methods relying on high-definition (HD)…

Computer Vision and Pattern Recognition · Computer Science 2025-03-03 Zijie Zhou , Zhangshuo Qi , Luqi Cheng , Guangming Xiong

People increasingly share personal information, including their photos and photo collections, on social media. This information, however, can compromise individual privacy, particularly as social media platforms use it to infer detailed…

Computer Vision and Pattern Recognition · Computer Science 2019-12-05 Jinghan Yang , Ayan Chakrabarti , Yevgeniy Vorobeychik

Autonomous parking systems start with the detection of available parking slots. Parking slot detection performance has been dramatically improved by deep learning techniques. Deep learning-based object detection methods can be categorized…

Computer Vision and Pattern Recognition · Computer Science 2021-08-16 Quang Huy Bui , Jae Kyu Suhr