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多标签分类,端到端的中文车牌识别基于mxnet, End-to-End Chinese plate recognition base on mxnet

Python 100.00%

end-to-end-for-chinese-plate-recognition's Introduction

end-to-end-for-plate-recognition

多标签分类,端到端的中文车牌识别基于mxnet . 从xlvector的ocr代码修改,减少了参数,由于我没有显卡。单线程 9 samples/s 速度 ,用CPU在MBP上跑了50w张样本。识别率到了81%。不过还没有完全收敛。

##依赖:

  • Numpy
  • Mxnet
  • Opencv

##生成的车牌样张 通过渲染车牌加上畸变、噪声、与自然环境结合生成车牌的样本。

image image image image image image image image image image image image ##识别样张 ![image](./recognize_samples/Screen Shot 2016-08-07 at 12.51.56 AM.png) ![image](./recognize_samples/Screen Shot 2016-08-07 at 12.53.41 AM.png) ![image](./recognize_samples/Screen Shot 2016-08-07 at 12.55.45 AM.png)

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