# 驾驶员状态检测
[Distracted Driver Detection](https://www.kaggle.com/c/state-farm-distracted-driver-detection)
![](images/driver.gif)
## 描述
使用深度学习方法检测驾驶员的状态。
* 输入:一张彩色图片
* 输出:十种状态的概率
状态列表:
* c0: 安全驾驶
* c1: 右手打字
* c2: 右手打电话
* c3: 左手打字
* c4: 左手打电话
* c5: 调收音机
* c6: 喝饮料
* c7: 拿后面的东西
* c8: 整理头发和化妆
* c9: 和其他乘客说话
## 数据
此数据集可以从 kaggle 上下载。[Distracted Driver Detection](https://www.kaggle.com/c/state-farm-distracted-driver-detection)
如果你下载有困难,可以点这里:[百度云](http://pan.baidu.com/s/1dFzd0at)
## 报告说明
* 开题报告: proposal.pdf
* 毕业项目报告: capstone.pdf
## 代码说明,依次执行以下步骤:
### 1. 拆分数据集代码
splite_valid.py
### 2. 基准模型代码
keras-vgg16-visual-finetune.ipynb
### 3. 单模型代码
keras-resnet50-visual-finetune.ipynb
keras-inceptionV3-visual-finetune.ipynb
keras-xception-visual-finetune.ipynb
### 4. 混合模型代码
生成混合模型的输入;write_bottleneck_with_fine_tune.py
最终模型执行代码:main-finetune.ipynb
## 下面是废弃的代码,共参考
不做finetune的 生成混合模型的输入:write_bottleneck.py
不做finetune的 最终混合模型代码:main-without-finetune.ipynb
没有合适的资源?快使用搜索试试~ 我知道了~
温馨提示
<项目介绍> 基于深度学习的驾驶员状态检测,不仅仅可以识别出疲劳驾驶,还能够识别出各种各样的状态python源码+文档说明+报告pdf+数据 - 不懂运行,下载完可以私聊问,可远程教学 该资源内项目源码是个人的毕设,代码都测试ok,都是运行成功后才上传资源,答辩评审平均分达到96分,放心下载使用! 1、该资源内项目代码都经过测试运行成功,功能ok的情况下才上传的,请放心下载使用! 2、本项目适合计算机相关专业(如计科、人工智能、通信工程、自动化、电子信息等)的在校学生、老师或者企业员工下载学习,也适合小白学习进阶,当然也可作为毕设项目、课程设计、作业、项目初期立项演示等。 3、如果基础还行,也可在此代码基础上进行修改,以实现其他功能,也可用于毕设、课设、作业等。 下载后请首先打开README.md文件(如有),仅供学习参考, 切勿用于商业用途。 --------
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