Vision-Based Parking Lots Management System Using an Efficient Adaptive Weather Analytic Technique

Hadi, Raad Ahmed; George, Loay E.

doi:10.1109/dese.2019.00101

Cited by 3 publications

(4 citation statements)

References 13 publications

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“…are utilized for the management of SPS. However, the Smart Parking Guidance System (SPGS) is suggested in [1]. This system is implemented under different weather conditions.…”

Section: Statistical Approachesmentioning

confidence: 99%

“…With the complexities and evolution of lifestyles, as well as the world's increasing human population, the vehicle parking lot is one of the most concerning issues that affect the quality of life from both environmental and economic perspectives. Searching in a parking lot leads to time-consuming traffic jams, energy waste, gas emissions, and air pollution factors [1,2]. However, smart parking systems (SPS) are an interesting topic and are represented as one of the most active areas in computer vision applications.…”

Section: Introductionmentioning

confidence: 99%

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Computer Vision-based Approaches, Datasets, and Applications of Smart Parking Systems: A Review

Hadi,

George,

Ahmed

2024

Iraqi Journal of Science

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Nowadays, smart parking systems (SPS) represent one of the active research areas of intelligent transport systems (ITS). It is an interesting topic and attractive to researchers due to the difficult challenges that are needed to solve it. It enhances city life and plays an important role in reducing gas emissions, air pollution, and traffic congestion while improving the time override for drivers to easily allocate vacant parking lots. In this paper, we discuss and dedicate a review of how computer vision-based approaches can assist in providing wellness solutions for the occupancy of smart parking lots. In addition, we provide an overview of the most common standard datasets and some well-known applications of vacant smart parking lots.

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“…are utilized for the management of SPS. However, the Smart Parking Guidance System (SPGS) is suggested in [1]. This system is implemented under different weather conditions.…”

Section: Statistical Approachesmentioning

confidence: 99%

Section: Introductionmentioning

confidence: 99%

Computer Vision-based Approaches, Datasets, and Applications of Smart Parking Systems: A Review

Hadi,

George,

Ahmed

2024

Iraqi Journal of Science

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“…The use of the pixel values under different color spaces is another approach commonly employed by authors, such as Baroffio et al (2015); Ahrnbom et al (2016); Hadi & George (2019). Baroffio et al (2015) compute the histograms in Hue, Saturation and Value (HSV) color space directly in smart cameras.…”

Section: Used Uniformmentioning

confidence: 99%

“…PKLot and CNRPark-EXT datasets were used for the tests. In Hadi & George (2019), the chromatic gradient analysis of the images is used to classify the individual parking spaces.…”

Section: Used Uniformmentioning

confidence: 99%

A Systematic Review on Computer Vision-Based Parking Lot Management Applied on Public Datasets

de Almeida,

Alves,

Parpinelli

et al. 2022

Preprint

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Computer vision-based parking lot management methods have been extensively researched upon owing to their flexibility and cost-effectiveness. To evaluate such methods authors often employ publicly available parking lot image datasets. In this study, we surveyed and compared robust publicly available image datasets specifically crafted to test computer vision-based methods for parking lot management approaches and consequently present a systematic and comprehensive review of existing works that employ such datasets. The literature review identified relevant gaps that require further research, such as the requirement of dataset-independent approaches and methods suitable for autonomous detection of position of parking spaces. In addition, we have noticed that several important factors such as the presence of the same cars across consecutive images, have been neglected in most studies, thereby rendering unrealistic assessment protocols. Furthermore, the analysis of the datasets also revealed that certain features that should be present when developing new benchmarks, such as the availability of video sequences and images taken in more diverse conditions, including nighttime and snow, have not been incorporated.

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Vision-based Parking Occupation Detecting with Embedded AI Processor

Cho

Lee

2021

2021 IEEE International Conference on Consumer Electronics (ICCE)

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Vision-Based Parking Lots Management System Using an Efficient Adaptive Weather Analytic Technique

Cited by 3 publications

References 13 publications

Computer Vision-based Approaches, Datasets, and Applications of Smart Parking Systems: A Review

Computer Vision-based Approaches, Datasets, and Applications of Smart Parking Systems: A Review

A Systematic Review on Computer Vision-Based Parking Lot Management Applied on Public Datasets

Vision-based Parking Occupation Detecting with Embedded AI Processor

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