This repository contains data and code relating to "Uncertainty Quantification for Deep Learning in NDE "

Requirements:
python 3
tensorflow
numpy
scipy
sklearn
matplotlib

Tensorflow version 2.4.1 was used in this work. Using other versions may result in errors.

PlotPWI.ipynb can be used to view samples of the Plane Wave Imaging Data.
Train_UQ_Method.ipynb calls the necessary functions to set up a CNN and train it
Test_UQ_Method.ipynb tests a UQ method, optionally using the pre-trained networks currently in the Outputs folder

Contents of repository:
|   fn_Architectures.py
|   fn_FindIndex.py
|   fn_LoadInData.py
|   fn_LogIm.py
|   PlotPWI.ipynb
|   readme.txt
|   Test_UQ_Method.ipynb
|   Train_UQ_Method.ipynb
|   
+---.ipynb_checkpoints
|       PlotPWI-checkpoint.ipynb
|       Test_UQ_Method-checkpoint.ipynb
|       Train_UQ_Method-checkpoint.ipynb
|       
+---Outputs
|   +---DE_networks
|   |   +---pre_trained_network_0
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_1
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_10
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_11
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_12
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_13
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_14
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_15
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_16
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_17
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_18
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_19
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_2
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_20
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_21
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_22
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_23
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_24
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_25
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_26
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_27
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_28
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_29
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_3
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_30
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_31
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_32
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_33
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_34
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_35
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_36
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_37
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_38
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_39
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_4
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_40
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_41
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_42
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_43
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_44
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_45
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_46
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_47
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_48
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_49
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_5
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_50
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_51
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_52
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_53
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_54
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_55
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_56
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_57
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_58
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_59
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_6
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_7
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_8
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   \---pre_trained_network_9
|   |       |   keras_metadata.pb
|   |       |   saved_model.pb
|   |       |   
|   |       +---assets
|   |       \---variables
|   |               variables.data-00000-of-00001
|   |               variables.index
|   |               
|   +---DE_ResSpec_networks
|   |   +---pre_trained_network_0
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_1
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_10
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_11
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_12
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_13
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_14
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_15
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_16
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_17
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_18
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_19
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_2
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_20
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_21
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_22
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_23
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_24
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_25
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_26
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_27
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_28
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_29
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_3
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_30
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_31
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_32
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_33
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_34
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_35
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_36
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_37
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_38
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_39
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_4
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_40
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_41
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_42
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_43
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_44
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_45
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_46
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_47
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_48
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_49
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_5
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_50
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_51
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_52
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_53
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_54
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_55
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_56
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_57
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_58
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_59
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_6
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_7
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   +---pre_trained_network_8
|   |   |   |   keras_metadata.pb
|   |   |   |   saved_model.pb
|   |   |   |   
|   |   |   +---assets
|   |   |   \---variables
|   |   |           variables.data-00000-of-00001
|   |   |           variables.index
|   |   |           
|   |   \---pre_trained_network_9
|   |       |   keras_metadata.pb
|   |       |   saved_model.pb
|   |       |   
|   |       +---assets
|   |       \---variables
|   |               variables.data-00000-of-00001
|   |               variables.index
|   |               
|   \---MCDrop_networks
|       \---pre_trained_network
|           |   keras_metadata.pb
|           |   saved_model.pb
|           |   
|           +---assets
|           \---variables
|                   variables.data-00000-of-00001
|                   variables.index
|                   
+---PWI_Data
|   |   Mask.mat
|   |   MeshX.mat
|   |   MeshZ.mat
|   |   
|   +---Exp Cracks
|   |       ExpSet_A0.mat
|   |       ExpSet_A15.mat
|   |       ExpSet_A2.mat
|   |       ExpSet_A20.mat
|   |       ExpSet_A5.mat
|   |       ExpSet_A8.mat
|   |       ExpSet_A_minus15.mat
|   |       ExpSet_A_minus2.mat
|   |       ExpSet_A_minus20.mat
|   |       ExpSet_A_minus5.mat
|   |       ExpSet_A_minus8.mat
|   |       
|   +---OOD
|   |       Crack_z6.npy
|   |       Crack_z8.npy
|   |       Noise_Imaged.npy
|   |       SDH_d1.npy
|   |       SDH_d2_5.npy
|   |       
|   \---Sim Cracks
|           SimSet_A0_PWI.mat
|           SimSet_A10_PWI.mat
|           SimSet_A12_PWI.mat
|           SimSet_A14_PWI.mat
|           SimSet_A16_PWI.mat
|           SimSet_A18_PWI.mat
|           SimSet_A20_PWI.mat
|           SimSet_A22_PWI.mat
|           SimSet_A24_PWI.mat
|           SimSet_A2_PWI.mat
|           SimSet_A4_PWI.mat
|           SimSet_A6_PWI.mat
|           SimSet_A8_PWI.mat
|           SimSet_A_minus10_PWI.mat
|           SimSet_A_minus12_PWI.mat
|           SimSet_A_minus14_PWI.mat
|           SimSet_A_minus16_PWI.mat
|           SimSet_A_minus18_PWI.mat
|           SimSet_A_minus20_PWI.mat
|           SimSet_A_minus22_PWI.mat
|           SimSet_A_minus24_PWI.mat
|           SimSet_A_minus2_PWI.mat
|           SimSet_A_minus4_PWI.mat
|           SimSet_A_minus6_PWI.mat
|           SimSet_A_minus8_PWI.mat
|           
\---__pycache__
        fn_Architectures.cpython-37.pyc
        fn_Architectures.cpython-38.pyc
        fn_FindIndex.cpython-37.pyc
        fn_FindIndex.cpython-38.pyc
        fn_LoadInData.cpython-37.pyc
        fn_LoadInData.cpython-38.pyc
        fn_LogIm.cpython-37.pyc
        fn_LogIm.cpython-38.pyc