Online handwritten Chinese text recognition (OHCTR) is a challenging problem as it involves a large-scale character set, ambiguous segmentation, and variable-length input sequences. In this paper, we exploit the outstanding capability of path signature to translate online pen-tip trajectories into informative signature feature maps using a sliding window-based method, successfully capturing the analytic and geometric properties of pen strokes with strong local invariance and robustness. A multi-spatial-context fully convolutional recurrent network (MC-FCRN) is proposed to exploit the multiple spatial contexts from the signature feature maps and generate a prediction sequence while completely avoiding the difficult segmentation problem. Furthermore, an implicit language model is developed to make predictions based on semantic context within a predicting feature sequence, providing a new perspective for incorporating lexicon constraints and prior knowledge about a certain language in the recognition procedure. Experiments on two standard benchmarks, Dataset-CASIA and Dataset-ICDAR, yielded outstanding results, with correct rates of 97.10% and 97.15%, respectively, which are significantly better than the best result reported thus far in the literature.
2022-05-09 01:43:26 332.47MB 深度学习 手写中文字符识别
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Advanced Sequence Classification Techniques Applied to Online Handwriting Recognition 高识别率的在线手写英文字符识别
2021-10-28 20:11:52 3.93MB 在线英文字符识别 基于unipen数据库
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手写的字符识别,用C++语言实现,可以识别数字,字母,识别率高
2021-06-20 18:01:19 11.52MB 手写的字符识别
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该课题为基于MATLAB光流法OCR的手写数字识别系统。带一个GUI界面。可以识别单独字符,也可以识别连续的字符串。
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基于opencv的手写数字字符识别,里边附加解释文档和流程图,代码附有注释
2019-12-21 21:21:57 26.78MB opencv c++ 手写字符 识别
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原理简单介绍:使用OpenCV中svm训练英文字符图片,进而识别。 资源包括完整代码,训练图像,测试图片
2019-12-21 20:15:42 8.73MB 字符识别
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本文为opencv 基于knn的手写数字字符识别,开发环境为vs2013+opencv2.4.13,欢迎下载学习
2019-12-21 19:55:26 2.44MB opencv knn
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实现了基于opencv 的手写数字字符识别 主要参照文章: http://blog.damiles.com/2008/11/basic-ocr-in-opencv/ 基本上就是按着人家的代码来配置的,完后小改动了几个参数,写了一个文档,方便大家学习吧。
2013-11-29 00:00:00 24.49MB 数字字符识别 OpenCV
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