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zeusees/HyperVID

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HyperVID

基于深度学习移动端车型识别,支持超过4000种常见车辆品牌及子品牌。停车场卡口跟二手车图片TOP1准确率85%左右,TOP5 99%以上,新版优化了交通卡口的识别率,增加了车型种类。使用者可以基于我们的框架进行修改,后续我们会进一步优化模型,提高准确率与速度,并丰富类型库。

Vehicle Type Identification which supporting for 1776 kinds of models. Part of Data from Second-hand car trading service website.

Models Table

更新

  • 提交新版模型,对交通卡口适应性更好,支持货车、客车、卡车等。

  • 开放自然场景训练数据集,包含分类整理好的1776种车型,大约30万张图像。

  • 链接: https://pan.baidu.com/s/1ZtXvjwLzIMQodEp3SAbN8g 提取码: byhy (如果您采用该数据集或者我们的工程,请在项目中说明,谢谢。)

特性

  • 速度快,基于mobilenet设计,更适合移动端部署

  • 种类丰富,能够支持超过4000种常见车型

  • 准确度高,TOP1 准确率超过85%

  • 非常适合停车场卡口、交通卡口,结合车牌识别一同部署

识别测试

Demo Image on Android

demo

Related Dataset

BIT-Vehicle Dataset

MIT Cars Dataset

The CompCars dataset

欢迎加我们的交流群 QQ:737677707, 备注:HyperDL

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开源移动端车型识别 Mobile Plateform Vehicle Identification Model

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