Exemplo n.º 1
0
    def __init__(self, batch_size,image_size,path_size):
        self.data_pair1_root = "../dataset/For_pair_IMG_Train/pair1/"  # assume this one is the newest frame
        self.data_pair2_root = "../dataset/For_pair_IMG_Train/pair2/" # assume this one is the historical image
        self.data_mat_root = "../dataset/For_pair_IMG_Train/CostMatrix/"
        self.signalroot ="../dataset/For_pair_IMG_Train/saved_stastics/" 
        self.read_all_flag=0
        self.read_record =0
        self.folder_pointer = 0
        self.slice_record=1
        self.batch_size  = batch_size
        self.img_size  = Resample_size
        self.path_size  = Path_length
        self.mat_size  = Mat_size
        self.img_size2  = Resample_size2


        # Initialize the inout for the tainning
        self.input_mat = np.zeros((batch_size,1,Mat_size,Resample_size)) #matri
        self.input_path = np.zeros((batch_size,Path_length))#path
        self.input_pair1 = np.zeros((batch_size,1,Resample_size2,Resample_size))#pairs
        self.input_pair2 = np.zeros((batch_size,1,Resample_size2,Resample_size))
        self.input_pair3 = np.zeros((batch_size,1,Resample_size2,Resample_size))
        self.input_pair4 = np.zeros((batch_size,1,Resample_size2,Resample_size))

        # the number isdeter by teh mat num
        self.all_dir_list = os.listdir(self.data_mat_root)
        self.folder_num = len(self.all_dir_list)
        # create the buffer list(the skill to create the list)
        self.folder_mat_list = [None]*self.folder_num
        self.folder_pair1_list = [None]*self.folder_num
        self.folder_pair2_list = [None]*self.folder_num
        self.signal = [None]*self.folder_num

        # create all  the folder list and their data list

        number_i = 0
        # all_dir_list is subfolder list 
        #creat the image list point to the STASTICS TIS  list
        saved_stastics = MY_ANALYSIS()
        #read all the folder list of mat and pairs and path
        for subfold in self.all_dir_list:
            #the mat list
            this_folder_list =  os.listdir(os.path.join(self.data_mat_root, subfold))
            this_folder_list2 = [ self.data_mat_root +subfold + "/" + pointer for pointer in this_folder_list]
            self.folder_mat_list[number_i] = this_folder_list2

            #the pair1 list
            this_folder_list =  os.listdir(os.path.join(self.data_pair1_root, subfold))
            this_folder_list2 = [ self.data_pair1_root +subfold + "/" + pointer for pointer in this_folder_list]
            self.folder_pair1_list[number_i] = this_folder_list2
            #the pair2 list
            this_folder_list =  os.listdir(os.path.join(self.data_pair2_root, subfold))
            this_folder_list2 = [ self.data_pair2_root +subfold + "/" + pointer for pointer in this_folder_list]
            self.folder_pair2_list[number_i] = this_folder_list2
            #the supervision signal list
               #change the dir firstly before read
            saved_stastics.all_statics_dir = os.path.join(self.signalroot, subfold, 'signals.pkl')
            self.signal[number_i]  =  saved_stastics.read_my_signal_results()
            
            number_i +=1
Exemplo n.º 2
0
    def __init__(self, batch_size, image_size, path_size):
        self.dataroot = "..\\dataset\\CostMatrix\\"
        self.signalroot = "..\\dataset\\saved_stastics\\"
        self.read_all_flag = 0
        self.read_record = 0
        self.folder_pointer = 0
        self.batch_size = batch_size
        self.img_size = image_size
        self.path_size = path_size

        self.input_image = np.zeros((batch_size, 1, image_size, image_size))
        self.input_path = np.zeros((batch_size, path_size))
        self.all_dir_list = os.listdir(self.dataroot)
        self.folder_num = len(self.all_dir_list)
        # create the buffer list
        self.folder_list = [None] * self.folder_num
        self.signal = [None] * self.folder_num

        # create all  the folder list and their data list

        number_i = 0
        # all_dir_list is subfolder list
        #creat the image list point to the STASTICS TIS  list
        saved_stastics = MY_ANALYSIS()
        #read all the folder list
        for subfold in self.all_dir_list:
            #if(number_i==0):
            this_folder_list = os.listdir(os.path.join(self.dataroot, subfold))
            this_folder_list2 = [
                self.dataroot + subfold + "\\" + pointer
                for pointer in this_folder_list
            ]
            self.folder_list[number_i] = this_folder_list2

            #change the dir firstly before read
            saved_stastics.all_statics_dir = os.path.join(
                self.signalroot, subfold, 'signals.pkl')
            self.signal[number_i] = saved_stastics.read_my_signal_results()
            number_i += 1