# DrowsyDriverDetection
Drowsy driver detection using Keras and convolution neural networks.
## Datasets:
Eye dataset(Not available anymore): http://parnec.nuaa.edu.cn/xtan/data/datasets/dataset_B_Eye_Images.rar
Yawn dataset: http://www.discover.uottawa.ca/images/files/external/YawDD_Dataset/YawDD.rar
Credits: [Eye dataset](http://parnec.nuaa.edu.cn/xtan/data/ClosedEyeDatabases.html),[Yawn dataset](http://www.eecs.uottawa.ca/~shervin/yawning)
Note:
Pickle files contain the preprocessed datasets for closed eyes, open eyes and yawns,
the pickled files are- `closed_eyes.pickle`, `open_eyes.pickle`, `yawn_mouths.pickle`.
## Files included:
`eyePreprocess.py` and `yawnPreprocess.py` : Preprocess the data by converting the images to grayscale and dividing them into training and testing sets
`eyesCNN.py` and `yawnCNN.py` : Train a CNN based on the training data.
`Code_archive/eyeDetect.py` and `Code_archive/faceDetect.py` : Simple eyes and face detection code use a 16-layer cascade instead of the traditional one since the original one was not able to detect faces properly.
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DrowsyDriverDetection-master.zip (15个子文件)
DrowsyDriverDetection-master
.gitignore 24B
README.md 1KB
yawnCNN.py 3KB
yawn_mouths.pickle 1.02MB
eyesPreprocess.py 3KB
yawnPreprocess.py 3KB
eyesCNN.py 4KB
Code_archive
eyeDetect.py 3KB
faceDetect.py 2KB
model.png 95KB
requirements.txt 69B
.DS_Store 6KB
open_eyes.pickle 5.42MB
closed_eyes.pickle 5.25MB
test.jpg 570B
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资源评论
- 叫个撒名啊2019-05-18代码清晰明了,效果一般
- SuperBuyer_Ljl2019-07-19需要自己补全才能测试,但代码结构清晰。
- qq_408915742019-01-21没有体现出来
farhere
- 粉丝: 1
- 资源: 3
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