کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
527075 869282 2013 20 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
A text reading algorithm for natural images
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر چشم انداز کامپیوتر و تشخیص الگو
پیش نمایش صفحه اول مقاله
A text reading algorithm for natural images
چکیده انگلیسی

Reading text in natural images has focused again the attention of many researchers during the last few years due to the increasing availability of cheap image-capturing devices in low-cost products like mobile phones. Therefore, as text can be found on any environment, the applicability of text-reading systems is really extensive. For this purpose, we present in this paper a robust method to read text in natural images. It is composed of two main separated stages. Firstly, text is located in the image using a set of simple and fast-to-compute features highly discriminative between character and non-character objects. They are based on geometric and gradient properties. The second part of the system carries out the recognition of the previously detected text. It uses gradient features to recognize single characters and Dynamic Programming (DP) to correct misspelled words. Experimental results obtained with different challenging datasets show that the proposed system exceeds state-of-the-art performance, both in terms of localization and recognition.

Figure optionsDownload high-quality image (102 K)Download as PowerPoint slideHighlights
► A text detection and recognition method for natural images is proposed.
► Text location is based on simple and fast-to-compute features.
► Text recognition is based on simple gradient features.
► Misspelled words are corrected using Dynamic Programming.
► State-of-the-art performance is improved.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Image and Vision Computing - Volume 31, Issue 3, March 2013, Pages 255–274
نویسندگان
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