کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
530234 869751 2012 15 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
An approach for real-time recognition of online Chinese handwritten sentences
کلمات کلیدی
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر چشم انداز کامپیوتر و تشخیص الگو
پیش نمایش صفحه اول مقاله
An approach for real-time recognition of online Chinese handwritten sentences
چکیده انگلیسی

With the advances of handwriting capturing devices and computing power of mobile computers, pen-based Chinese text input is moving from character-based input to sentence-based input. This paper proposes a real-time recognition approach for sentence-based input of Chinese handwriting. The main feature of the approach is a dynamically maintained segmentation–recognition candidate lattice that integrates multiple contexts including character classification, linguistic context and geometric context. Whenever a new stroke is produced, dynamic text line segmentation and character over-segmentation are performed to locate the position of the stroke in text lines and update the primitive segment sequence of the page. Candidate characters are then generated and recognized to assign candidate classes, and linguistic context and geometric context involving the newly generated candidate characters are computed. The candidate lattice is updated while the writing process continues. When the pen lift time exceeds a threshold, the system searches the candidate lattice for the result of sentence recognition. Since the computation of multiple contexts consumes the majority of computing and is performed during writing process, the recognition result is obtained immediately after the writing of a sentence is finished. Experiments on a large database CASIA-OLHWDB of unconstrained online Chinese handwriting demonstrate the robustness and effectiveness of the proposed approach.


► We propose an approach for real-time recognition of online Chinese handwritten sentences.
► The main feature is a dynamically maintained segmentation–recognition candidate lattice.
► The candidate lattice integrates multiple contexts including character classification, linguistic context and geometric context.
► The candidate lattice is updated during writing.
► Recognition results can be obtained immediately after the completion of writing.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Pattern Recognition - Volume 45, Issue 10, October 2012, Pages 3661–3675
نویسندگان
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