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experiment_param_dict_edge_detect.py
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experiment_param_dict_edge_detect.py
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import os
param_dict = {
"0": { # Shap&LIME, mean_perturb, preservation, percentPerStep
"dataset_name": "CIFAR-10-original", # always the same
"model_name": "vgg16_richard", # always the same
"normalise_data": True, # always the same
"load_base_model_if_exist": True, # always the same
"save_pixel_list": True, # always the same
"deterioration_rate": 0.05, # always the same
"explanation_names": ["EdgeDetection"], # random
"load_from_pixel_list_path_dict": {},
"perturb_method": "mean", # random, grid
"experiment_id": "richard_",
"use_deletion_game": False,
"explicit_pixels_per_step": None, # 1
"random_seed": None # 123, 234, 345, 456, 567, 678, 789, 890, 901, 120
},
"1": { # Shap&LIME, random_perturb, preservation, percentPerStep
"dataset_name": "CIFAR-10-original", # always the same
"model_name": "vgg16_richard", # always the same
"normalise_data": True, # always the same
"load_base_model_if_exist": True, # always the same
"save_pixel_list": False, # always the same
"deterioration_rate": 0.05, # always the same
"explanation_names": ["EdgeDetection"], # random
"load_from_pixel_list_path_dict": {},
"perturb_method": "random",
"experiment_id": "richard_",
"use_deletion_game": False,
"explicit_pixels_per_step": None, # 1
"random_seed": None # 123, 234, 345, 456, 567, 678, 789, 890, 901, 120
},
"2": { # Shap&LIME, mean_perturb, preservation, 1pxPerStep
"dataset_name": "CIFAR-10-original", # always the same
"model_name": "vgg16_richard", # always the same
"normalise_data": True, # always the same
"load_base_model_if_exist": True, # always the same
"save_pixel_list": False, # always the same
"deterioration_rate": 0.05, # always the same
"explanation_names": ["EdgeDetection"], # random
"load_from_pixel_list_path_dict": {},
"perturb_method": "mean", # random, grid
"experiment_id": "richard_",
"use_deletion_game": False,
"explicit_pixels_per_step": 1,
"random_seed": None # 123, 234, 345, 456, 567, 678, 789, 890, 901, 120
},
"3": { # Shap&LIME, random_perturb, preservation, 1pxPerStep
"dataset_name": "CIFAR-10-original", # always the same
"model_name": "vgg16_richard", # always the same
"normalise_data": True, # always the same
"load_base_model_if_exist": True, # always the same
"save_pixel_list": False, # always the same
"deterioration_rate": 0.05, # always the same
"explanation_names": ["EdgeDetection"], # random
"load_from_pixel_list_path_dict": {},
"perturb_method": "random",
"experiment_id": "richard_",
"use_deletion_game": False,
"explicit_pixels_per_step": 1,
"random_seed": None # 123, 234, 345, 456, 567, 678, 789, 890, 901, 120
},
"4": { # Shap&LIME, mean_perturb, deletion, percentPerStep
"dataset_name": "CIFAR-10-original", # always the same
"model_name": "vgg16_richard", # always the same
"normalise_data": True, # always the same
"load_base_model_if_exist": True, # always the same
"save_pixel_list": True, # always the same
"deterioration_rate": 0.05, # always the same
"explanation_names": ["EdgeDetection"], # random
"load_from_pixel_list_path_dict": {},
"perturb_method": "mean", # random, grid
"experiment_id": "richard_",
"use_deletion_game": True,
"explicit_pixels_per_step": None, # 1
"random_seed": None # 123, 234, 345, 456, 567, 678, 789, 890, 901, 120
},
"5": { # Shap&LIME, random_perturb, deletion, percentPerStep
"dataset_name": "CIFAR-10-original", # always the same
"model_name": "vgg16_richard", # always the same
"normalise_data": True, # always the same
"load_base_model_if_exist": True, # always the same
"save_pixel_list": False, # always the same
"deterioration_rate": 0.05, # always the same
"explanation_names": ["EdgeDetection"], # random
"load_from_pixel_list_path_dict": {},
"perturb_method": "random",
"experiment_id": "richard_",
"use_deletion_game": True,
"explicit_pixels_per_step": None, # 1
"random_seed": None # 123, 234, 345, 456, 567, 678, 789, 890, 901, 120
},
"6": { # Shap&LIME, mean_perturb, deletion, 1pxPerStep
"dataset_name": "CIFAR-10-original", # always the same
"model_name": "vgg16_richard", # always the same
"normalise_data": True, # always the same
"load_base_model_if_exist": True, # always the same
"save_pixel_list": False, # always the same
"deterioration_rate": 0.05, # always the same
"explanation_names": ["EdgeDetection"], # random
"load_from_pixel_list_path_dict": {},
"perturb_method": "mean", # random, grid
"experiment_id": "richard_",
"use_deletion_game": True,
"explicit_pixels_per_step": 1,
"random_seed": None # 123, 234, 345, 456, 567, 678, 789, 890, 901, 120
},
"7": { # Shap&LIME, random_perturb, deletion, 1pxPerStep
"dataset_name": "CIFAR-10-original", # always the same
"model_name": "vgg16_richard", # always the same
"normalise_data": True, # always the same
"load_base_model_if_exist": True, # always the same
"save_pixel_list": False, # always the same
"deterioration_rate": 0.05, # always the same
"explanation_names": ["EdgeDetection"], # random
"load_from_pixel_list_path_dict": {},
"perturb_method": "random",
"experiment_id": "richard_",
"use_deletion_game": True,
"explicit_pixels_per_step": 1,
"random_seed": None # 123, 234, 345, 456, 567, 678, 789, 890, 901, 120
}
}