from?__future__?import?absolute_import
from?__future__?import?print_function
import?numpy?as?np
import?os
from?keras.utils?import?plot_model
import?cv2

np.random.seed（1337）??#?for?reproducibility



from?keras.models?import?Sequential
from?keras.layers.core?import?Dense?Dropout?Activation?Flatten
from?keras.layers.convolutional?import?Convolution2D?MaxPooling2D
from?keras.utils?import?np_utils
from?keras.optimizers?import?SGD?Adadelta?Adagrad

from?six.moves?import?cPickle?as?pickle

import?tensorflow?as?tf
sess?=?tf.Session（config=tf.ConfigProto（log_device_placement=True））

os.environ[“PATH“]?+=?os.pathsep?+?‘C:/Program?Files?（x86）/Graphviz2.38/bin/‘

pickle_files?=?[‘open_eyes.pickle‘?‘closed_eyes.pickle‘]
i?=?0
for?pickle_file?in?pickle_files:
????with?open（pickle_file?‘rb‘）?as?f:
????????save?=?pickle.load（f）
????????if?i?==?0:
????????????train_dataset?=?save[‘train_dataset‘]
????????????train_labels?=?save[‘train_labels‘]
????????????test_dataset?=?save[‘test_dataset‘]
????????????test_labels?=?save[‘test_labels‘]
????????else:
????????????print（“here“）
????????????train_dataset?=?np.concatenate（（train_dataset?save[‘train_dataset‘]））
????????????train_labels?=?np.concatenate（（train_labels?save[‘train_labels‘]））
????????????test_dataset?=?np.concatenate（（test_dataset?save[‘test_dataset‘]））
????????????test_labels?=?np.concatenate（（test_labels?save[‘test_labels‘]））
????????del?save??#?hint?to?help?gc?free?up?memory
????i?+=?1

print（‘Training?set‘?train_dataset.shape?train_labels.shape）
print（‘Test?set‘?test_dataset.shape?test_labels.shape）

batch_size?=?30
nb_classes?=?1
epochs?=?12

X_train?=?train_dataset
X_train?=?X_train.reshape（（X_train.shape[0]?X_train.shape[3]）?+?X_train.shape[1:3]）
Y_train?=?train_labels

X_test?=?test_dataset
X_test?=?X_test.reshape（（X_test.shape[0]?X_test.shape[3]）?+?X_test.shape[1:3]）
Y_test?=?test_labels

#?print?shape?of?data?while?model?is?building
print（“{1}?train?samples?{4}?channel{0}?{2}x{3}“.format（““?if?X_train.shape[1]?==?1?else?“s“?*X_train.shape））
print（“{1}??test?samples?{4}?channel{0}?{2}x{3}“.format（““?if?X_test.shape[1]?==?1?else?“s“?*X_test.shape））

#?input?image?dimensions
_?img_channels?img_rows?img_cols?=?X_train.shape

#?convert?class?vectors?to?binary?class?matrices
#?Y_train?=?np_utils.to_categorical（y_train?nb_classes）
#?Y_test?=?np_utils.to_categorical（y_test?nb_classes）

model?=?Sequential（）

model.add（Convolution2D（32?（3?3）?padding=‘same‘
????????????????????????input_shape=（img_channels?img_rows?img_cols）data_format=‘channels_first‘））
model.add（Activation（‘relu‘））
model.add（Convolution2D（24?（3?3）?data_format=‘channels_first‘））
model.add（Activation（‘relu‘））
model.add（MaxPooling2D（pool_size=（2?2）））
model.add（Dropout（0.25））

model.add（Convolution2D（64?（3?3）?padding=‘same‘?data_format=‘channels_first‘））
model.add（Activation（‘relu‘））
model.add（Convolution2D（64?（3?3）））
model.add（Activation（‘relu‘））
model.add（MaxPooling2D（pool_size=（2?2）））
mode

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????目錄???????????0??2018-05-21?13:30??DrowsyDriverDetection-master\
?????文件?????5502669??2018-05-19?22:50??DrowsyDriverDetection-master\closed_eyes.pickle
?????目錄???????????0??2018-05-21?19:08??__MACOSX\
?????目錄???????????0??2018-05-21?19:08??__MACOSX\DrowsyDriverDetection-master\
?????文件?????????212??2018-05-19?22:50??__MACOSX\DrowsyDriverDetection-master\._closed_eyes.pickle
?????文件????????6148??2018-05-21?13:30??DrowsyDriverDetection-master\.DS_Store
?????文件?????????120??2018-05-21?13:30??__MACOSX\DrowsyDriverDetection-master\._.DS_Store
?????文件?????1066283??2018-05-19?22:50??DrowsyDriverDetection-master\yawn_mouths.pickle
?????文件?????????212??2018-05-19?22:50??__MACOSX\DrowsyDriverDetection-master\._yawn_mouths.pickle
?????文件??????????69??2018-05-19?22:50??DrowsyDriverDetection-master\requirements.txt
?????文件?????????212??2018-05-19?22:50??__MACOSX\DrowsyDriverDetection-master\._requirements.txt
?????文件???????97341??2018-05-19?22:50??DrowsyDriverDetection-master\model.png
?????文件?????????212??2018-05-19?22:50??__MACOSX\DrowsyDriverDetection-master\._model.png
?????文件????????1093??2018-05-19?22:50??DrowsyDriverDetection-master\README.md
?????文件?????????212??2018-05-19?22:50??__MACOSX\DrowsyDriverDetection-master\._README.md
?????文件?????????570??2018-05-19?22:50??DrowsyDriverDetection-master\test.jpg
?????文件?????????212??2018-05-19?22:50??__MACOSX\DrowsyDriverDetection-master\._test.jpg
?????文件?????5682693??2018-05-19?22:50??DrowsyDriverDetection-master\open_eyes.pickle
?????文件?????????212??2018-05-19?22:50??__MACOSX\DrowsyDriverDetection-master\._open_eyes.pickle
?????文件????????2807??2018-05-19?22:50??DrowsyDriverDetection-master\eyesPreprocess.py
?????文件?????????212??2018-05-19?22:50??__MACOSX\DrowsyDriverDetection-master\._eyesPreprocess.py
?????文件??????????24??2018-05-19?22:50??DrowsyDriverDetection-master\.gitignore
?????文件?????????212??2018-05-19?22:50??__MACOSX\DrowsyDriverDetection-master\._.gitignore
?????文件????????3756??2018-05-19?22:50??DrowsyDriverDetection-master\eyesCNN.py
?????文件?????????212??2018-05-19?22:50??__MACOSX\DrowsyDriverDetection-master\._eyesCNN.py
?????目錄???????????0??2018-05-19?22:50??DrowsyDriverDetection-master\Code_archive\
?????文件????????1993??2018-05-19?22:50??DrowsyDriverDetection-master\Code_archive\faceDetect.py
?????目錄???????????0??2018-05-21?19:08??__MACOSX\DrowsyDriverDetection-master\Code_archive\
?????文件?????????212??2018-05-19?22:50??__MACOSX\DrowsyDriverDetection-master\Code_archive\._faceDetect.py
?????文件????????2970??2018-05-19?22:50??DrowsyDriverDetection-master\Code_archive\eyeDetect.py
?????文件?????????212??2018-05-19?22:50??__MACOSX\DrowsyDriverDetection-master\Code_archive\._eyeDetect.py
............此處省略6個文件信息