def get_discrete4D_data(gesture_list, preprocess, augment):
if (preprocess == True):
gesture_list = dataPreprocessor.input_data_cleanup(gesture_list)
gesture_list = dataPreprocessor.repair_gesture_data(gesture_list)
if (augment == True):
gesture_list = dataCreatorRaw.get_augmented_input_data3D(gesture_list)
print("augumented input data " + repr(len(gesture_list)))
gesture_list = create4DTestdata.create_slowed_gestures(gesture_list)
print("slowed down gestures... its " + repr(len(gesture_list)) + " now")
discrete_gestures = dataDiscretizer.discretize_4D(gesture_list)
if (augment == True):
discrete_gestures = dataCreatorDiscrete.transpose(discrete_gestures)
discrete_gestures = dataCreatorDiscrete.flip(discrete_gestures, 0)
discrete_gestures = dataCreatorDiscrete.flip(discrete_gestures, 1)
discrete_gestures = dataCreatorDiscrete.flip(discrete_gestures, 2)
discrete_gestures = dataCreatorDiscrete.shift_discrete_gesture(
discrete_gestures)
discrete_gestures = dataCreatorDiscrete.shift_discrete_gesture_down(
discrete_gestures)
discrete_gestures = dataCreatorDiscrete.shift_discrete_gesture_back(
discrete_gestures)
print(" ")
return compress_3D(discrete_gestures)
def get_max_jittered_data(gesture_list):
gesture_list = dataPreprocessor.input_data_cleanup(gesture_list)
gesture_list = dataPreprocessor.repair_gesture_data(gesture_list)
gesture_list = dataCreatorRaw.get_max_jittered_data2D(gesture_list)
discrete_gestures = dataDiscretizer.discretize_2D(gesture_list)
print(" ")
return discrete_gestures
def get_discrete2D_data(gesture_list, preprocess, augment):
if(preprocess == True):
gesture_list = dataPreprocessor.input_data_cleanup(gesture_list)
gesture_list = dataPreprocessor.repair_gesture_data(gesture_list)
if(augment == True):
gesture_list = dataCreatorRaw.get_augmented_input_data2D(gesture_list)
print("augumented input data " + repr(len(gesture_list)))
discrete_gestures = dataDiscretizer.discretize_2D(gesture_list)
if(augment == True):
discrete_gestures = dataCreatorDiscrete.transpose(discrete_gestures)
discrete_gestures = dataCreatorDiscrete.flip(discrete_gestures,0)
discrete_gestures = dataCreatorDiscrete.flip(discrete_gestures,1)
discrete_gestures = dataCreatorDiscrete.shift_discrete_gesture(discrete_gestures)
discrete_gestures = dataCreatorDiscrete.shift_discrete_gesture_down(discrete_gestures)
print(" ")
return discrete_gestures