![](/images/graphics-bg.png)
DetReco: Object-Text Detection and Recognition Based on Deep Neural Network
المؤلفون المشاركون
Chen, Wei
Zhang, Fan
Luan, Jiaxing
Xu, Zhichao
المصدر
Mathematical Problems in Engineering
العدد
المجلد 2020، العدد 2020 (31 ديسمبر/كانون الأول 2020)، ص ص. 1-15، 15ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2020-07-14
دولة النشر
مصر
عدد الصفحات
15
التخصصات الرئيسية
الملخص EN
Deep learning-based object detection method has been applied in various fields, such as ITS (intelligent transportation systems) and ADS (autonomous driving systems).
Meanwhile, text detection and recognition in different scenes have also attracted much attention and research effort.
In this article, we propose a new object-text detection and recognition method termed “DetReco” to detect objects and texts and recognize the text contents.
The proposed method is composed of object-text detection network and text recognition network.
YOLOv3 is used as the algorithm for the object-text detection task and CRNN is employed to deal with the text recognition task.
We combine the datasets of general objects and texts together to train the networks.
At test time, the detection network detects various objects in an image.
Then, the text images are passed to the text recognition network to derive the text contents.
The experiments show that the proposed method achieves 78.3 mAP (mean Average Precision) for general objects and 72.8 AP (Average Precision) for texts in regard to detection performance.
Furthermore, the proposed method is able to detect and recognize affine transformed or occluded texts with robustness.
In addition, for the texts detected around general objects, the text contents can be used as the identifier to distinguish the object.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Zhang, Fan& Luan, Jiaxing& Xu, Zhichao& Chen, Wei. 2020. DetReco: Object-Text Detection and Recognition Based on Deep Neural Network. Mathematical Problems in Engineering،Vol. 2020, no. 2020, pp.1-15.
https://search.emarefa.net/detail/BIM-1193782
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Zhang, Fan…[et al.]. DetReco: Object-Text Detection and Recognition Based on Deep Neural Network. Mathematical Problems in Engineering No. 2020 (2020), pp.1-15.
https://search.emarefa.net/detail/BIM-1193782
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Zhang, Fan& Luan, Jiaxing& Xu, Zhichao& Chen, Wei. DetReco: Object-Text Detection and Recognition Based on Deep Neural Network. Mathematical Problems in Engineering. 2020. Vol. 2020, no. 2020, pp.1-15.
https://search.emarefa.net/detail/BIM-1193782
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1193782
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
![](/images/ebook-kashef.png)
تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر
![](/images/kashef-image.png)