深度学习-关于ocr

作者: 默无闻_6168 | 来源:发表于2019-02-19 18:11 被阅读0次

    (1)基础知识

                dlbook_cn  中文翻译版https://github.com/exacity/deeplearningbook-chinese

                                英文在线学习:http://www.deeplearningbook.org/

                CNN_book http://lamda.nju.edu.cn/weixs/?AspxAutoDetectCookieSupport=1

                CS224d-lecture lhttp://cs224d.stanford.edu/syllabus.html

    (2)博客:

            https://cloud.tencent.com/developer/article/1092091

    (3)ocr 相关论文:

        attention-based_google   2017-8-20

            论文地址:https://arxiv.org/pdf/1704.03549.pdf

            论文实现代码:https://github.com/tensorflow/models/tree/master/research/attention_ocr

            论文解读博客:https://zhuanlan.zhihu.com/p/44572066

            论文涉及的技术:cnn+AM+rnn   autoregress 做loss函数而不是ctc

        An End-to-End Trainable Neural Network for Image-based Sequence Recognition and Its Application to Scene Text Recognition  2015-07

            论文地址:https://arxiv.org/pdf/1507.05717v1.pdf

            论文解读:https://www.cnblogs.com/lillylin/p/6035815.html

            论文实现:https://github.com/keras-team/keras/blob/master/examples/image_ocr.py

            论文翻译:https://www.jianshu.com/p/9a3114e91c34

      Multi-digit Number Recognition from Street View Imagery using Deep Convolutional Neural Networks  2013-12

             论文地址:https://static.googleusercontent.com/media/research.google.com/zh-CN//pubs/archive/42241.pdf

            论文解读:https://juejin.im/post/5c04e342f265da6165015391

            论文模型实现:https://github.com/nladuo/ml-study-stuff/blob/master/udacity/Deep-Learning/7_Project-Build-a-Live-Camera-App/SVHN.ipynb

            依据论文延申的 验证码识别:https://github.com/nladuo/captcha-break/blob/master/weibo.com/weibo.com-process.ipynb

    实验环境:https://colab.research.google.com/,可以打开ipynb文件,在线训练。

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