Academic Journal

Dimensionality Reduction Method for 3D-Handwritten Characters Based on Oriented Bounding Boxes

التفاصيل البيبلوغرافية
العنوان: Dimensionality Reduction Method for 3D-Handwritten Characters Based on Oriented Bounding Boxes
المؤلفون: Yu Zhang, Jingwei Lu, Kui Wang, Jufeng Zhao, Guangmang Cui, Xiumin Gao
المصدر: IEEE Access, Vol 8, Pp 5999-6019 (2020)
بيانات النشر: IEEE, 2020.
سنة النشر: 2020
المجموعة: LCC:Electrical engineering. Electronics. Nuclear engineering
مصطلحات موضوعية: 3D-handwritten character recognition, dimension reduction, oriented bounding box, Electrical engineering. Electronics. Nuclear engineering, TK1-9971
الوصف: Dimensionality reduction of 3D-handwritten characters can be problematic because of random mirror rotations and angle rotations which appear after using the traditional algorithms. In order to overcome the above drawbacks of the traditional methods, this study proposes a new algorithm for dimensionality reduction of 3D-handwritten characters based on oriented bounding boxes. First, we get a 3D discrete point set T and generate a 3D trajectory. Then, we apply an oriented bounding box model and determine the projection surface. Next, we perform three coordinate transformations, including (1) pre-transforming the 3D discrete point set T into the projection point set T1, (2) converting T1 to a two-dimensional point set T2 which has solved the problem of mirror rotation, and (3) converting T2 to a dimensionally reduced point set T3 which has solved the problem of angle rotation. Finally, we obtain a dimensionally reduced image without mirror and angle rotations. The experimental results confirm that the proposed method can not only obtain a better visual dimensionally reduced image, but also has a higher recognition rate than the conventional ones.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 2169-3536
Relation: https://ieeexplore.ieee.org/document/8948041/; https://doaj.org/toc/2169-3536
DOI: 10.1109/ACCESS.2019.2963565
URL الوصول: https://doaj.org/article/f8655e8b2fdc4c46a98a9a5f4a916434
رقم الانضمام: edsdoj.f8655e8b2fdc4c46a98a9a5f4a916434
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:21693536
DOI:10.1109/ACCESS.2019.2963565