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汽车识别,汽车车型识别,汽车品牌识别,车辆识别,深度学习,神经网络

Jupyter Notebook 99.78% Python 0.22%

car_identify's Introduction

使用神经网络对汽车车型进行识别(对车头,车身,车尾任意部分拍照都可以识别)

本程序的功能是对拍照后的车辆图片进行识别,判断该车是什么品牌的车,是品牌的什么车型。例如你照了一辆车,它可以判断他是大众的速腾,还是丰田的开凯美瑞,还是日产的天籁等等。之所做这么一款程序,源自本人以前的一个心愿吧。很久前在在唯品会工作期间,开发过一个品牌logo识别程序,能识别出品牌的程序,那时就想,能不能开发个识别车辆车型的程序,世界那么大,那么品牌的车,人只能识别其中很少品牌,如果能做个程序能通过照相把车品牌识别出来是多么酷,但是那时的想法只是通过车标logo进行匹配。直到后来见到一个懂车帝的app,我用自己的手机拍了自己的车,它精准识别出我的车是速腾,没有照车标,我是有点惊讶的,当时想它是怎么做到的。知道后来自己学了神经网络和深度学习的相关技术,就想或许卷积神经网络能很好的解决车型识别的问题。于是我就动手做了这样一个识别汽车车型的神经网络模型,识别率达83%左右(更多数据可以再进一步提高准确率),当然也能很好识别出我的速腾车。由于训练数据都是来自百度图片,百度图片有点坑,搜速腾车的图片可能给你混杂辆迈腾或者高尔夫,或者是车内内饰图片~~我也没有那么多时间去人工处理,所以对精准度有点影响,不然精准度会更高。当然有个good idea是拿goole图片训练个模型去检查百度中错误的图片,然后用百度图片的模型去检查google图片的错误~~这样可以达到自动去除错误的图片。

如果你觉得这代码对你的工作或者学习有用,请点个星

需要交流或者帮助的,可以发邮件给我[email protected],微信QQ同号: 676995058

测试结果如下

Image text

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