Real-time automatic license plate recognition for CCTV forensic applications

被引:0
|
作者
M. S. Sarfraz
A. Shahzad
Muhammad A. Elahi
M. Fraz
I. Zafar
E. A. Edirisinghe
机构
[1] COMSATS Institute of Information Technology Lahore,Computer Vision Research Group
[2] Loughborough University,Digital Imaging Research Group
来源
Journal of Real-Time Image Processing | 2013年 / 8卷
关键词
License plate recognition; CCTV video footage; Traffic monitoring; Video indexing; Surveillance;
D O I
暂无
中图分类号
学科分类号
摘要
We propose an efficient real-time automatic license plate recognition (ALPR) framework, particularly designed to work on CCTV video footage obtained from cameras that are not dedicated to the use in ALPR. At present, in license plate detection, tracking and recognition are reasonably well-tackled problems with many successful commercial solutions being available. However, the existing ALPR algorithms are based on the assumption that the input video will be obtained via a dedicated, high-resolution, high-speed camera and is/or supported by a controlled capture environment, with appropriate camera height, focus, exposure/shutter speed and lighting settings. However, typical video forensic applications may require searching for a vehicle having a particular number plate on noisy CCTV video footage obtained via non-dedicated, medium-to-low resolution cameras, working under poor illumination conditions. ALPR in such video content faces severe challenges in license plate localization, tracking and recognition stages. This paper proposes a novel approach for efficient localization of license plates in video sequence and the use of a revised version of an existing technique for tracking and recognition. A special feature of the proposed approach is that it is intelligent enough to automatically adjust for varying camera distances and diverse lighting conditions, a requirement for a video forensic tool that may operate on videos obtained by a diverse set of unspecified, distributed CCTV cameras.
引用
收藏
页码:285 / 295
页数:10
相关论文
共 50 条
  • [1] Real-time automatic license plate recognition for CCTV forensic applications
    Sarfraz, M. S.
    Shahzad, A.
    Elahi, Muhammad A.
    Fraz, M.
    Zafar, I.
    Edirisinghe, E. A.
    JOURNAL OF REAL-TIME IMAGE PROCESSING, 2013, 8 (03) : 285 - 295
  • [2] Real-time license plate detection and recognition in unconstrained scenarios
    Fan, Jiangtao
    Liu, Gaofei
    Zuo, Pengcheng
    Ke, Zhi
    Xu, Guangzhu
    PROCEEDINGS OF 2024 3RD INTERNATIONAL CONFERENCE ON FRONTIERS OF ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING, FAIML 2024, 2024, : 23 - 26
  • [3] Automatic License Plate Recognition and Real -Time Car Vignette Notifications
    Andres, Catalin Alexandru
    Sipos, Emilia
    Ivanciu, Laura Nicoleta
    2024 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION, QUALITY AND TESTING, ROBOTICS, AQTR, 2024, : 275 - 280
  • [4] A Real-Time License Plate Detection and Recognition Model in Unconstrained Scenarios
    Tao, Lingbing
    Hong, Shunhe
    Lin, Yongxing
    Chen, Yangbing
    He, Pingan
    Tie, Zhixin
    SENSORS, 2024, 24 (09)
  • [5] Improvements in real-time feature-based license plate character recognition
    Ko, Mi-Ae
    Kim, Young-Mo
    Key Engineering Materials, 2005, 277-279 (0I) : 355 - 360
  • [6] Improvements in real-time feature-based license plate character recognition
    Ko, MA
    Kim, YM
    ON THE CONVERGENCE OF BIO-INFORMATION-, ENVIRONMENTAL-, ENERGY-, SPACE- AND NANO-TECHNOLOGIES, PTS 1 AND 2, 2005, 277-279 : 355 - 360
  • [7] Real-Time License Plate Recognition and Vehicle Tracking System Based on Deep Learning
    Chen, Guan-Wen
    Yang, Chun-Min
    Ik, Tsi-Ui
    2021 22ND ASIA-PACIFIC NETWORK OPERATIONS AND MANAGEMENT SYMPOSIUM (APNOMS), 2021, : 378 - 381
  • [8] Edge-AI-Based Real-Time Automated License Plate Recognition System
    Lin, Cheng-Jian
    Chuang, Chen-Chia
    Lin, Hsueh-Yi
    APPLIED SCIENCES-BASEL, 2022, 12 (03):
  • [9] Real-time vehicle tracking mechanism with license plate recognition from road images
    J.-K. Chang
    Seungteak Ryoo
    Heuiseok Lim
    The Journal of Supercomputing, 2013, 65 : 353 - 364
  • [10] Real-time vehicle tracking mechanism with license plate recognition from road images
    Chang, J. -K.
    Ryoo, Seungteak
    Lim, Heuiseok
    JOURNAL OF SUPERCOMPUTING, 2013, 65 (01) : 353 - 364