#?-*-?coding:?utf-8?-*-
from?keras.backend.tensorflow_backend?import?set_session
import?tensorflow?as?tf

from?keras.models?import?Sequential
from?keras.layers?import?Dense?Dropout?Activation?Flatten
from?keras.layers?import?Conv2D?MaxPooling2D?ZeroPadding2D
from?keras.optimizers?import?SGD?RMSprop?adam
from?keras.utils?import?np_utils
import?time

#?可以通過(guò)下面的代碼主動(dòng)創(chuàng)建一個(gè)使用了ConfigProto的Session，再注入到Keras的后端中去
config?=?tf.ConfigProto（）
#?避免默認(rèn)將顯存吃滿
config.gpu_options.allow_growth?=?True
set_session（tf.Session（config=config））

import?numpy?as?np
#?import?matplotlib.pyplot?as?plt
import?os
#?import?theano
from?PIL?import?Image
#?SKLEARN
from?sklearn.utils?import?shuffle
from?sklearn.model_selection?import?train_test_split
import?json

import?cv2
import?matplotlib
#?matplotlib.use（“TkAgg“）
from?matplotlib?import?pyplot?as?plt
#?通過(guò)引入這個(gè)backend，就可以讓Keras來(lái)處理兼容性，將后端的名字設(shè)為K
from?keras?import?backend?as?K

K.set_image_dim_ordering（‘th‘）??#?theano

WeightFileName?=?[“binmask_CnnModel.hdf5“?“skin_mask_CnnModel.hdf5“]
label_dict?=?{‘zero‘:?0?‘one‘:?1?‘two‘:?2?‘three‘:?3?‘four‘:?4?‘five‘:?5
??????????????‘six‘:?6?‘seven‘:?7?‘eight‘:?8?‘nine‘:?9?‘ok‘:?10}

#?input?image?dimensions
img_rows?img_cols?=?200?200

#?number?of?channels
#?For?grayscale?use?1?value?and?for?color?images?use?3?（RGB?channels）
img_channels?=?1

#?Number?of?epochs?to?train?（change?it?accordingly）
nb_epoch?=?15??#?25

#?Total?number?of?convolutional?filters?to?use
nb_filters?=?32
#?Max?pooling
nb_pool?=?2
#?Size?of?convolution?kernel
nb_conv?=?3

##?NOTE:?If?you?change?this?then?dont?forget?to?change?Labels?accordingly
#?nb_classes?=?5
nb_classes?=?11

#?Batch_size?to?train
batch_size?=?32


class?GestureRecognize（）:
????def?getModel（self）:
????????self.model?=?self.loadCNN（0）
????????return?self.model

????def?__init__（self?wf_index=0?parent=None）:
????????if?wf_index?==?0:
????????????self.model?=?self.getModel（）
????????????print（‘-----GestureRecognize----‘）
????????????print（self.model）
????????else:
????????????self.wf_index?=?wf_index
????????????self.model?=?None
????????????print（‘-----GestureRecognize（?parameter?..）----‘）

????def?export_cnn_net_framework（self）:
????????if?self.model?==?None:
????????????print（‘model?get?failed!‘）
????????????return
????????#?Model?summary
????????self.model.summary（）
????????#?Model?conig?details
????????self.model.get_config（）

????????from?keras.utils?import?plot_model

????????model_net_framework_name?=?‘cnn_model_‘?+?time.strftime（‘%Y-%m-%d_%H-%M-%S‘
????????????????????????????????????????????????????????????????time.localtime（time.time（）））?+?‘.png‘
????????plot_model（self.model?to_file=model_net_framework_name?show_shapes=True）
????????print（‘except?sucessfully!‘）

????def?loadCNN（self?wf_index?weight_name=‘binmask_CnnModel.hdf5‘）:
????????model?=?Sequential（）
????????model.add（Conv2D（nb_filters?（nb_conv?nb_conv）
??????????

?屬性????????????大小?????日期????時(shí)間???名稱
-----------?---------??----------?-----??----

?????文件??????10302??2017-12-20?13:46??Cnn_Gesture_Test\gesture_recognize.py

?????文件???????6623??2017-12-13?11:43??Cnn_Gesture_Test\ico\fail.png

?????文件??????50430??2017-12-20?13:56??Cnn_Gesture_Test\ico\gesture.png

?????文件???????5940??2017-12-13?11:43??Cnn_Gesture_Test\ico\ok.png

?????文件?????106935??2017-12-20?14:06??Cnn_Gesture_Test\ico\title.png

?????文件???????1929??2017-12-14?20:48??Cnn_Gesture_Test\imgs_test\eight_24.png

?????文件???????1929??2017-12-14?20:48??Cnn_Gesture_Test\imgs_test\eight_25.png

?????文件???????1929??2017-12-14?20:48??Cnn_Gesture_Test\imgs_test\eight_26.png

?????文件???????2168??2017-12-14?20:48??Cnn_Gesture_Test\imgs_test\eight_27.png

?????文件???????2168??2017-12-14?20:48??Cnn_Gesture_Test\imgs_test\eight_28.png

?????文件???????2168??2017-12-14?20:48??Cnn_Gesture_Test\imgs_test\eight_29.png

?????文件???????2696??2017-12-14?20:43??Cnn_Gesture_Test\imgs_test\five_38.png

?????文件???????2696??2017-12-14?20:43??Cnn_Gesture_Test\imgs_test\five_39.png

?????文件???????2696??2017-12-14?20:43??Cnn_Gesture_Test\imgs_test\five_40.png

?????文件???????2715??2017-12-14?20:43??Cnn_Gesture_Test\imgs_test\five_41.png

?????文件???????2131??2017-12-14?20:42??Cnn_Gesture_Test\imgs_test\four_69.png

?????文件???????2131??2017-12-14?20:42??Cnn_Gesture_Test\imgs_test\four_70.png

?????文件???????2017??2017-12-14?20:42??Cnn_Gesture_Test\imgs_test\four_71.png

?????文件???????2017??2017-12-14?20:42??Cnn_Gesture_Test\imgs_test\four_72.png

?????文件???????2017??2017-12-14?20:42??Cnn_Gesture_Test\imgs_test\four_73.png

?????文件???????1619??2017-12-14?20:49??Cnn_Gesture_Test\imgs_test\nine_31.png

?????文件???????1607??2017-12-14?20:49??Cnn_Gesture_Test\imgs_test\nine_32.png

?????文件???????1607??2017-12-14?20:49??Cnn_Gesture_Test\imgs_test\nine_33.png

?????文件???????1607??2017-12-14?20:49??Cnn_Gesture_Test\imgs_test\nine_34.png

?????文件???????1607??2017-12-14?20:49??Cnn_Gesture_Test\imgs_test\nine_35.png

?????文件???????2321??2017-12-14?20:17??Cnn_Gesture_Test\imgs_test\ok_74.png

?????文件???????2307??2017-12-14?20:17??Cnn_Gesture_Test\imgs_test\ok_75.png

?????文件???????2307??2017-12-14?20:17??Cnn_Gesture_Test\imgs_test\ok_76.png

?????文件???????2307??2017-12-14?20:17??Cnn_Gesture_Test\imgs_test\ok_77.png

?????文件???????2290??2017-12-14?20:17??Cnn_Gesture_Test\imgs_test\ok_78.png

............此處省略3351個(gè)文件信息