from?keras.models?import?Sequential
from?keras.layers?import?Dense?Dropout?Activation
from?keras.regularizers?import?l2
from?keras.optimizers?import?SGD?Adagrad
from?scipy.io?import?loadmat?savemat
from?keras.models?import?model_from_json
import?theano.tensor?as?T
import?theano
import?csv
import?configparser
import?collections
import?time
import?csv
from?math?import?factorial
import?os
from?os?import?listdir
import?skimage.transform
from?skimage?import?color
from?os.path?import?isfile?join
import?numpy?as?np
import?numpy
from?datetime?import?datetime
from?scipy.spatial.distance?import?cdistpdistsquareform
import?theano.sandbox
#import?c3D_model
#import?Initialization_function
#from?moviepy.editor?import?VideoFileClip
#from?IPython.display?import?Image?display
import?matplotlib.pyplot?as?plt
import?matplotlib.image?as?mpimg
import?cv2
import?os?sys
import?pickle
from?PyQt4?import?QtGui???#?If?PyQt4?is?not?working?in?your?case?you?can?try?PyQt5?
seed?=?7
numpy.random.seed（seed）


def?load_model（json_path）:
????model?=?model_from_json（open（json_path）.read（））
????return?model

def?load_weights（model?weight_path）:
????dict2?=?loadmat（weight_path）
????dict?=?conv_dict（dict2）
????i?=?0
????for?layer?in?model.layers:
????????weights?=?dict[str（i）]
????????layer.set_weights（weights）
????????i?+=?1
????return?model

def?conv_dict（dict2）:?#?Helper?function?to?save?the?model
????i?=?0
????dict?=?{}
????for?i?in?range（len（dict2））:
????????if?str（i）?in?dict2:
????????????if?dict2[str（i）].shape?==?（0?0）:
????????????????dict[str（i）]?=?dict2[str（i）]
????????????else:
????????????????weights?=?dict2[str（i）][0]
????????????????weights2?=?[]
????????????????for?weight?in?weights:
????????????????????if?weight.shape?in?[（1?x）?for?x?in?range（0?5000）]:
????????????????????????weights2.append（weight[0]）
????????????????????else:
????????????????????????weights2.append（weight）
????????????????dict[str（i）]?=?weights2
????return?dict


def?savitzky_golay（y?window_size?order?deriv=0?rate=1）:
????#try:
????window_size?=?np.abs（np.int（window_size））
????order?=?np.abs（np.int（order））
????#except?ValueError?msg:
????#????raise?ValueError（“window_size?and?order?have?to?be?of?type?int“）

????if?window_size?%?2?!=?1?or?window_size?????????raise?TypeError（“window_size?size?must?be?a?positive?odd?number“）

????if?window_size?????????raise?TypeError（“window_size?is?too?small?for?the?polynomials?order“）

????order_range?=?range（order?+?1）

????half_window?=?（window_size?-?1）?//?2
????b?=?np.mat（[[k?**?i?for?i?in?order_range]?for?k?in?range（-half_window?half_window?+?1）]）
????m?=?np.linalg.pinv（b）.A[deriv]?*?rate?**?deriv?*?factorial（deriv）
????firstvals?=?y[0]?-?np.abs（y[1:half_window?+?1][::-1]?-?y[0]）
????lastvals?=?y[-1]?+?np.abs（y[-half_window?-?1:-1][::-1]?-?y[-1]）
????y?=?np.concatenate（（firstvals?y?lastvals））
????return?np.convolve（m[::-1]?ymode=‘valid‘）






#?Load?Video

def?load_dataset_One_Video_Features（Test_Video_Path）:

????Vid

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????目錄???????????0??2018-11-30?18:51??AnomalyDetectionCVPR2018-master\
?????目錄???????????0??2018-12-03?09:50??AnomalyDetectionCVPR2018-master\Dataset\
?????目錄???????????0??2018-11-30?18:45??AnomalyDetectionCVPR2018-master\Dataset\C3D_Features\
?????目錄???????????0??2018-11-30?18:45??AnomalyDetectionCVPR2018-master\Dataset\C3D_Features\Avg\
?????文件???????16404??2018-11-29?17:57??AnomalyDetectionCVPR2018-master\Dataset\C3D_Features\Avg\000001.fc6-1
?????文件???????16404??2018-11-29?17:57??AnomalyDetectionCVPR2018-master\Dataset\C3D_Features\Avg\000017.fc6-1
?????文件???????16404??2018-11-29?17:57??AnomalyDetectionCVPR2018-master\Dataset\C3D_Features\Avg\000033.fc6-1
?????文件???????16404??2018-11-29?17:57??AnomalyDetectionCVPR2018-master\Dataset\C3D_Features\Avg\000049.fc6-1
?????文件???????16404??2018-11-29?17:57??AnomalyDetectionCVPR2018-master\Dataset\C3D_Features\Avg\000065.fc6-1
?????文件???????16404??2018-11-29?17:57??AnomalyDetectionCVPR2018-master\Dataset\C3D_Features\Avg\000081.fc6-1
?????文件???????16404??2018-11-29?17:57??AnomalyDetectionCVPR2018-master\Dataset\C3D_Features\Avg\000097.fc6-1
?????文件???????16404??2018-11-29?17:57??AnomalyDetectionCVPR2018-master\Dataset\C3D_Features\Avg\000113.fc6-1
?????文件???????16404??2018-11-29?17:57??AnomalyDetectionCVPR2018-master\Dataset\C3D_Features\Avg\000129.fc6-1
?????文件???????16404??2018-11-29?17:57??AnomalyDetectionCVPR2018-master\Dataset\C3D_Features\Avg\000145.fc6-1
?????文件???????16404??2018-11-29?17:57??AnomalyDetectionCVPR2018-master\Dataset\C3D_Features\Avg\000161.fc6-1
?????文件???????16404??2018-11-29?17:57??AnomalyDetectionCVPR2018-master\Dataset\C3D_Features\Avg\000177.fc6-1
?????文件???????16404??2018-11-29?17:57??AnomalyDetectionCVPR2018-master\Dataset\C3D_Features\Avg\000193.fc6-1
?????文件???????16404??2018-11-29?17:57??AnomalyDetectionCVPR2018-master\Dataset\C3D_Features\Avg\000209.fc6-1
?????文件???????16404??2018-11-29?17:57??AnomalyDetectionCVPR2018-master\Dataset\C3D_Features\Avg\000225.fc6-1
?????文件???????16404??2018-11-29?17:57??AnomalyDetectionCVPR2018-master\Dataset\C3D_Features\Avg\000241.fc6-1
?????文件???????16404??2018-11-29?17:57??AnomalyDetectionCVPR2018-master\Dataset\C3D_Features\Avg\000257.fc6-1
?????文件???????16404??2018-11-29?17:57??AnomalyDetectionCVPR2018-master\Dataset\C3D_Features\Avg\000273.fc6-1
?????文件???????16404??2018-11-29?17:57??AnomalyDetectionCVPR2018-master\Dataset\C3D_Features\Avg\000289.fc6-1
?????文件???????16404??2018-11-29?17:57??AnomalyDetectionCVPR2018-master\Dataset\C3D_Features\Avg\000305.fc6-1
?????文件???????16404??2018-11-29?17:57??AnomalyDetectionCVPR2018-master\Dataset\C3D_Features\Avg\000321.fc6-1
?????文件???????16404??2018-11-29?17:57??AnomalyDetectionCVPR2018-master\Dataset\C3D_Features\Avg\000337.fc6-1
?????文件???????16404??2018-11-29?17:57??AnomalyDetectionCVPR2018-master\Dataset\C3D_Features\Avg\000353.fc6-1
?????目錄???????????0??2018-12-03?10:03??AnomalyDetectionCVPR2018-master\Dataset\C3D_Features_txt\
?????文件?????1179680??2018-12-03?10:03??AnomalyDetectionCVPR2018-master\Dataset\C3D_Features_txt\Avg_C.txt
?????文件????????8150??2018-11-30?18:51??AnomalyDetectionCVPR2018-master\Demo_GUI.py
?????文件????????3468??2018-10-18?18:34??AnomalyDetectionCVPR2018-master\Evaluate_Anomaly_Detector.m
............此處省略38個文件信息