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Group all image files into a dictionary

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Marcos Rodrigo
2023-09-19 17:00:02 +02:00
parent 9f7b505f42
commit 5e9f652284
1 changed files with 70 additions and 14 deletions
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84
real_world_occluded_faces_test.py
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@@ -34,19 +34,19 @@ def get_unique_names():
def get_histogram():
data = {key: {'Neutral': None, 'Masked': None, 'Sunglasses': None} for key in UNIQUE_NAMES}
neutral_items = os.listdir(NEUTRAL_DIR)
masked_items = os.listdir(MASKED_DIR)
sunglasses_items = os.listdir(SUNGLASSES_DIR)
neutral_folders = os.listdir(NEUTRAL_DIR)
masked_folders = os.listdir(MASKED_DIR)
sunglasses_folders = os.listdir(SUNGLASSES_DIR)
for item in neutral_items:
name = item
data[name]['Neutral'] = len(os.listdir(f"{NEUTRAL_DIR}/{item}"))
for item in masked_items:
name = item.split('_wearing_mask')[0]
data[name]['Masked'] = len(os.listdir(f"{MASKED_DIR}/{item}"))
for item in sunglasses_items:
name = item.split('_wearing_sunglasses')[0]
data[name]['Sunglasses'] = len(os.listdir(f"{SUNGLASSES_DIR}/{item}"))
for folder in neutral_folders:
name = folder
data[name]['Neutral'] = len(os.listdir(f"{NEUTRAL_DIR}/{folder}"))
for folder in masked_folders:
name = folder.split('_wearing_mask')[0]
data[name]['Masked'] = len(os.listdir(f"{MASKED_DIR}/{folder}"))
for folder in sunglasses_folders:
name = folder.split('_wearing_sunglasses')[0]
data[name]['Sunglasses'] = len(os.listdir(f"{SUNGLASSES_DIR}/{folder}"))
# Remove any person which does not have images for all categories
data_aux = data.copy()
@@ -65,10 +65,66 @@ def get_histogram():
os.system(f'rm -r {SUNGLASSES_DIR}/{name}_wearing_sunglasses')
except FileNotFoundError: pass
data = data_aux.copy()
return data
def get_data():
data = {key: {'Neutral': {}, 'Masked': {}, 'Sunglasses': {}} for key in UNIQUE_NAMES}
neutral_folders = os.listdir(NEUTRAL_DIR)
masked_folders = os.listdir(MASKED_DIR)
sunglasses_folders = os.listdir(SUNGLASSES_DIR)
for folder in neutral_folders:
for file in sorted(os.listdir(f"{NEUTRAL_DIR}/{folder}")):
person_name = folder
file_name = file.split('.jpg')[0]
data[person_name]['Neutral'][file_name] = {
'embeddings': {
'vit': None,
'resnet': None,
'vgg': None,
'inception': None,
'mobilenet': None,
'efficientnet': None,
}
}
for folder in masked_folders:
for file in sorted(os.listdir(f"{MASKED_DIR}/{folder}")):
person_name = folder.split('_wearing_mask')[0]
file_name = file.split('.jpg')[0]
data[person_name]['Masked'][file_name] = {
'embeddings': {
'vit': None,
'resnet': None,
'vgg': None,
'inception': None,
'mobilenet': None,
'efficientnet': None,
}
}
for folder in sunglasses_folders:
for file in sorted(os.listdir(f"{SUNGLASSES_DIR}/{folder}")):
person_name = folder.split('_wearing_sunglasses')[0]
file_name = file.split('.jpg')[0]
data[person_name]['Sunglasses'][file_name] = {
'embeddings': {
'vit': None,
'resnet': None,
'vgg': None,
'inception': None,
'mobilenet': None,
'efficientnet': None,
}
}
return data
"""
CREATE DATASET
"""
BASE_DIR = '/mnt/Data/mrt/RealWorldOccludedFaces/images'
NEUTRAL_DIR = f"{BASE_DIR}/neutral"
MASKED_DIR = f"{BASE_DIR}/masked"
@@ -77,5 +133,5 @@ SUNGLASSES_DIR = f"{BASE_DIR}/sunglasses"
remove_empty_directories()
UNIQUE_NAMES = get_unique_names()
DATA_HISTOGRAM = get_histogram()
DATA = get_data()