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simple-car-plate-recognition-2

简易车牌字符识别2-Inception/CTC。

回顾

simple-car-plate-recognition中,车牌定位后,字符识别是通过分割+单字识别方式进行。但是因为分割结果很不稳定,识别效果差。这次,参考HyperLPR里面的一个叫SegmenationFree-Inception的模型结构,用pytorch实现并训练一个直接用整张车牌图片进行字符识别。

数据

利用derek285/generateCarPlate这个车牌生成工具,稍微修改一下,生成训练用的车牌图片。修改后的代码在generateCarPlate文件夹,切换到这个文件夹,运行python genCarPlate.py 100 生成图片,图片在gen_res里面。用同样方法,再生成测试用的车牌图片,放在gen_res_val里面。

模型

训练、测试

模型结构、训练方法、测试结果都在model.ipynb

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