# CarTeller
汽车识别(包括车牌、车型、车品牌、属性、及驾驶员违规行为识别检测)
---------------项目文件说明---------------
html文件夹内内容:本项目Web端前端代码实现
CarTeller文件夹内容:本项目服务器端和后端深度学习代码的实现,包括(服务器端:app文件夹内内容,以及后端:汽车的属性识别、车型识别、车辆检测、车牌识别、 驾驶员违规行为检测)。
CarInfoTeller文件夹内容:拥有车型识别的训练代码内容(CarTeller文件夹主要为训练完后使用的代码,所以没有将车型识别的训练代码加入,现在单独补上)
【注意:其他的识别训练代码由于不是很多就没有和使用代码分离,所以在CarTeller里,没有单独补发】
---------------各个部分作者说明---------------
html文件夹内内容:
主要作者:wqx
五个功能界面,个人信息界面,历史界面以及其功能。接口文档微调。
登录功能,滑块检测功能,界面弹窗效果。
协作者:cj
登录界面,API界面及部分调整
AndroidPart文件夹内容:
作者:cjj
登录、注册界面,tab滑动切换Fragments,从手机存储读取照片,基于okHttp框架的以Json为载体的数据传输和解析逻辑
,通过http协议与服务器交互进行几种车辆识别。
CarTeller文件夹内容:
服务器端:
flask文件内内容,主要作者:gxk (flask+gunicorn)
服务器环境配置和项目部署,主要作者:gxk(centos7+flask+gunicorn+mysql,apache)
主要配置centos7环境,部署flask项目和html项目,与前端配合调试,将模型整合到flask项目中并调试
后台深度学习用于汽车识别代码:
车牌识别(CarBoardTeller): 主要作者 : cj
技术:OpenCV + SVM
车辆检测(CarTypeTellerMore):多车检测类型并统计各种车数量 :主要作者:cj
重要库:ImageAI
车辆检测(CarTypeTellerOne):单车分类检测: 主要作者:zhj
数据集:自己制作寻找
网络:VGG16
车型识别(CarInfoTeller):识别汽车品牌: 主要作者:zhj
数据集:Stanford Cars 196种常见汽车车型和其年份品牌信息
网络:ResNet152
驾驶员行为检测(DriverBehavior):识别驾驶员在车上的各种违规行为(9种,如使用手机等) 主要作者: zhj
数据集:Kaggle的State Farm Distracted Driver Detection
网络:ResNet152
属性检测(CarAttribute):调用百度API
【我们是一个团队,中间避免不了相互协作、帮助,共同调试BUG,所以各个板块除了主要作者外,还有团队其他人员提供的各种支持,比如最终一起调试,一起寻找数据集,一起为前端界面提出自己的想法等等】
需要搭配的环境
1. pytorch 1.0.1版本 torchvision 0.2.2版本
2. imageai 库
3. keras tensorflow框架
4. effecient-net
5. opencv
6. 如果要运行训练,需要安装cuda
没有合适的资源?快使用搜索试试~ 我知道了~
温馨提示
基于深度学习的汽车识别+汽车车型识别+汽车品牌识别+车辆识别源码(高分项目).zip本资源中的源码都是经过本地编译过可运行的,资源项目的难度比较适中,内容都是经过助教老师审定过的能够满足学习、使用需求,如果有需要的话可以放心下载使用。 基于深度学习的汽车识别+汽车车型识别+汽车品牌识别+车辆识别源码(高分项目).zip本资源中的源码都是经过本地编译过可运行的,资源项目的难度比较适中,内容都是经过助教老师审定过的能够满足学习、使用需求,如果有需要的话可以放心下载使用。 基于深度学习的汽车识别+汽车车型识别+汽车品牌识别+车辆识别源码(高分项目).zip本资源中的源码都是经过本地编译过可运行的,资源项目的难度比较适中,内容都是经过助教老师审定过的能够满足学习、使用需求,如果有需要的话可以放心下载使用。 基于深度学习的汽车识别+汽车车型识别+汽车品牌识别+车辆识别源码(高分项目).zip本资源中的源码都是经过本地编译过可运行的,资源项目的难度比较适中,内容都是经过助教老师审定过的能够满足学习、使用需求,如果有需要的话可以放心下载使用。 基于深度学习的汽车识别+汽车车型识别+汽车品牌识
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