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Displays. 2022 Jul:73:102235. doi: 10.1016/j.displa.2022.102235 Q23.72024

ViDMASK dataset for face mask detection with social distance measurement

用于口罩检测和社交距离测量的ViDMASK数据集 翻译改进

Najmath Ottakath  1, Omar Elharrouss  1, Noor Almaadeed  1, Somaya Al-Maadeed  1, Amr Mohamed  1, Tamer Khattab  2, Khalid Abualsaud  1

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作者单位

  • 1 Qatar University, College of Engineering, Department of Computer Science and Engineering, Qatar.
  • 2 Qatar University, College of Engineering, Department of Electrical Engineering, Qatar.
  • DOI: 10.1016/j.displa.2022.102235 PMID: 35574253

    摘要 Ai翻译

    The COVID-19 outbreak has extenuated the need for a monitoring system that can monitor face mask adherence and social distancing with the use of AI. With the existing video surveillance systems as base, a deep learning model is proposed for mask detection and social distance measurement. State-of-the-art object detection and recognition models such as Mask RCNN, YOLOv4, YOLOv5, and YOLOR were trained for mask detection and evaluated on the existing datasets and on a newly proposed video mask detection dataset the ViDMASK. The obtained results achieved a comparatively high mean average precision of 92.4% for YOLOR. After mask detection, the distance between people's faces is measured for high risk and low risk distance. Furthermore, the new large-scale mask dataset from videos named ViDMASK diversifies the subjects in terms of pose, environment, quality of image, and versatile subject characteristics, producing a challenging dataset. The tested models succeed in detecting the face masks with high performance on the existing dataset, MOXA. However, with the VIDMASK dataset, the performance of most models are less accurate because of the complexity of the dataset and the number of people in each scene. The link to ViDMask dataset and the base codes are available at https://github.com/ViDMask/VidMask-code.git.

    Keywords: Faster Mask RCNN with Resnet backbone and FPN; Mask Video dataset; Mask detection; Social distancing; YOLOR; YOLOV4; YOLOV4-tiny; YOLOV5.

    Keywords:face mask detection; social distance measurement

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    期刊名:Displays

    缩写:DISPLAYS

    ISSN:0141-9382

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    IF/分区:3.7/Q2

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    ViDMASK dataset for face mask detection with social distance measurement