Employing Deep Learning Approaches for Automatic License Plate Recognition: A Review
- سال انتشار: 1398
- محل انتشار: سومین کنفرانس بین المللی محاسبات نرم
- کد COI اختصاصی: CSCG03_160
- زبان مقاله: انگلیسی
- تعداد مشاهده: 657
نویسندگان
Department of Computer Engineering, University of Guilan, Rasht, Iran
Department of Computer Engineering, University of Guilan, Rasht, Iran
Department of Computer Engineering, University of Guilan, Rasht, Iran
چکیده
Employing deep learning approaches has resulted in magnificent perfections in computer vision applications in recent years. In addition, Deep Neural Networks (DNNs) have shown to be remarkable alternatives for common shallow machine learning techniques like Support Vector Machines (SVM). Deep learning provides great solutions for both classic and modern image processing, feature extraction and object detection problems. Considering the advantages of utilizing DNNs in a wide range of computer vision fields, this paper presents a concise review of different deep learning approaches employed in Automatic License Plate Recognition (ALPR) systems. In such systems, deep learning techniques have been utilized in various phases of ALPR including license plate detection, character segmentation and Optical Character Recognition (OCR). Additionally, a comprehensive overview of common DNN architectures is introduced for better clarification and classification of introduced methods.کلیدواژه ها
Deep Learning, Deep Neural Networks, Automatic License Plate Recognition, Intelligent Transportation Systems, Image Processing.مقالات مرتبط جدید
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اطلاعات بیشتر در مورد COI
COI مخفف عبارت CIVILICA Object Identifier به معنی شناسه سیویلیکا برای اسناد است. COI کدی است که مطابق محل انتشار، به مقالات کنفرانسها و ژورنالهای داخل کشور به هنگام نمایه سازی بر روی پایگاه استنادی سیویلیکا اختصاص می یابد.
کد COI به مفهوم کد ملی اسناد نمایه شده در سیویلیکا است و کدی یکتا و ثابت است و به همین دلیل همواره قابلیت استناد و پیگیری دارد.