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End-to-end learning has shown great potential in autonomous parking, yet the lack of publicly available datasets limits reproducibility and benchmarking. While prior work introduced a visual-based parking model and a pipeline for data…

Robotics · Computer Science 2025-08-04 Kejia Gao , Liguo Zhou , Mingjun Liu , Alois Knoll

In this paper, we describe an approach to guide drivers searching for a parking space (PS). The proposed system suggests a sequence of routes that drivers should traverse in order to maximise the expected likelihood of finding a PS and…

Systems and Control · Electrical Eng. & Systems 2022-06-29 Roman Overko , Rodrigo Ordóñez-Hurtado , Sergiy Zhuk , Robert Shorten

As urban populations continue to grow, cities face numerous challenges in managing parking and determining occupancy. This issue is particularly pronounced in university campuses, where students need to find vacant parking spots quickly and…

Machine Learning · Computer Science 2025-08-21 Madyan Bagosher , Tala Mustafa , Mohammad Alsmirat , Amal Al-Ali , Isam Mashhour Al Jawarneh

Finding a parking space nowadays becomes an issue that is not to be neglected, it consumes time and energy. We have used computer vision techniques to infer the state of the parking lot given the data collected from the University of The…

Computer Vision and Pattern Recognition · Computer Science 2021-06-15 Julien Nyambal , Richard Klein

Accurate localization on autonomous driving cars is essential for autonomy and driving safety, especially for complex urban streets and search-and-rescue subterranean environments where high-accurate GPS is not available. However current…

Computer Vision and Pattern Recognition · Computer Science 2021-08-31 Peng Yin , Lingyun Xu , Ziyue Feng , Anton Egorov , Bing Li

Finding an available on-street parking spot is a relevant problem of day-to-day life. In recent years, cities such as Melbourne and San Francisco deployed sensors that provide real-time information about the occupation of parking spots.…

Artificial Intelligence · Computer Science 2024-04-17 Niklas Strauß , Lukas Rottkamp , Sebatian Schmoll , Matthias Schubert

We aim for accurate and efficient line landmark detection for valet parking, which is a long-standing yet unsolved problem in autonomous driving. To this end, we present a deep line landmark detection system where we carefully design the…

Computer Vision and Pattern Recognition · Computer Science 2023-09-26 Zizhang Wu , Yuanzhu Gan , Tianhao Xu , Rui Tang , Jian Pu

Current parking slot detection in advanced driver-assistance systems (ADAS) primarily relies on ultrasonic sensors. This method has several limitations such as the need to scan the entire parking slot before detecting it, the incapacity of…

Computer Vision and Pattern Recognition · Computer Science 2023-12-29 Lihao Wang , Antonyo Musabini , Christel Leonet , Rachid Benmokhtar , Amaury Breheret , Chaima Yedes , Fabian Burger , Thomas Boulay , Xavier Perrotton

With the sharp increase in the number of vehicles, the issue of parking difficulties has emerged as an urgent challenge that many cities need to address promptly. In the task of predicting large-scale urban parking data, existing research…

Machine Learning · Computer Science 2025-02-24 Yixuan Wang , Zhenwu Chen , Kangshuai Zhang , Yunduan Cui , Yang Yang , Lei Peng

Deep learning has recently demonstrated its promising performance for vision-based parking-slot detection. However, very few existing methods explicitly take into account learning the link information of the marking-points, resulting in…

Computer Vision and Pattern Recognition · Computer Science 2021-04-07 Chen Min , Jiaolong Xu , Liang Xiao , Dawei Zhao , Yiming Nie , Bin Dai

Parking guidance information (PGI) systems are used to provide information to drivers about the nearest parking lots and the number of vacant parking slots. Recently, vision-based solutions started to appear as a cost-effective alternative…

Computer Vision and Pattern Recognition · Computer Science 2023-08-17 Ratko Grbić , Brando Koch

This paper describes a smart parking sensing and information system that disseminates the parking availability information for public users in a cost-effective and efficient manner. The hardware framework of the system is built on advanced…

Computers and Society · Computer Science 2017-12-08 Xiao Chen , Zhen , Qian , Ram Rajagopal , Todd Stiers , Christopher Flores , Robert Kavaler , Floyd Williams

Accurate lane detection is essential for automated driving, enabling safe and reliable vehicle navigation across a variety of road scenarios. Numerous datasets have been introduced to support the development and evaluation of lane detection…

Computer Vision and Pattern Recognition · Computer Science 2026-05-27 Jörg Gamerdinger , Sven Teufel , Oliver Bringmann

As the number of vehicles continues to grow, parking spaces are at a premium in city streets. Additionally, due to the lack of knowledge about street parking spaces, heuristic circling the blocks not only costs drivers' time and fuel, but…

Human-Computer Interaction · Computer Science 2016-03-02 Ruizhi Liao , Cristian Roman , Peter Ball , Shumao Ou , Liping Chen

In cities around the world, locating public parking lots with vacant parking spots is a major problem, costing commuters time and adding to traffic congestion. This work illustrates how a dataset of Geo-tagged images from a mobile phone…

Computer Vision and Pattern Recognition · Computer Science 2022-10-19 Moseli Mots'oehli , Yao Chao Yang

Real-time parking occupancy information is critical for a parking management system to facilitate drivers to park more efficiently. Recent advances in connected and automated vehicle technologies enable sensor-equipped cars (probe cars) to…

Artificial Intelligence · Computer Science 2016-11-16 Xinyi Wu , Kartik Balkumar , Qi Luo , Robert Hampshire , Romesh Saigal

Given the rising urban population and the consequential rise in traffic congestion, the implementation of smart parking systems has emerged as a critical matter of concern. Smart parking solutions use cameras, sensors, and algorithms like…

Computer Vision and Pattern Recognition · Computer Science 2024-07-09 Tuan T. Nguyen , Mina Sartipi

This paper proposes an end-to-end trainable one-stage parking slot detection method for around view monitor (AVM) images. The proposed method simultaneously acquires global information (entrance, type, and occupancy of parking slot) and…

Computer Vision and Pattern Recognition · Computer Science 2020-03-06 Jae Kyu Suhr , Ho Gi Jung

Visual localization is a fundamental task for various applications including autonomous driving and robotics. Prior methods focus on extracting large amounts of often redundant locally reliable features, resulting in limited efficiency and…

Computer Vision and Pattern Recognition · Computer Science 2023-06-13 Fei Xue , Ignas Budvytis , Roberto Cipolla

Illegal parking along with the lack of available parking spaces are among the biggest issues faced in many large cities. These issues can have a significant impact on the quality of life of citizens. On-street parking systems have been…

Machine Learning · Computer Science 2025-05-13 Thien Nhan Vo