def compute_accuracy(passport, ground_truth):
"""
:param passport: Passport object to compare
:param ground_truth: Ground truth Passport object
:return: Accuracy metrics
"""
return {
"__acc__country":
ground_truth.country == passport.country,
"__acc__id_number":
ground_truth.id_number == passport.id_number,
"__acc__birth_date":
ground_truth.birth_date == passport.birth_date,
"__acc__expiry_date":
ground_truth.expiry_date == passport.expiry_date,
"__acc__issuance_date":
ground_truth.issuance_date == passport.issuance_date,
"__acc__gender":
ground_truth.gender == passport.gender,
"__acc__surname":
ground_truth.surname == passport.surname,
"__acc__mrz1":
ground_truth.mrz1 == passport.mrz1,
"__acc__mrz2":
ground_truth.mrz2 == passport.mrz2,
"__acc__given_names":
Field.compare_arrays(passport.given_names,
ground_truth.given_names),
"__acc__mrz":
ground_truth.mrz == passport.mrz,
"__acc__full_name":
ground_truth.full_name == passport.full_name,
}
def compute_accuracy(license_plate, ground_truth):
"""
:param license_plate: CarPlate object to compare
:param ground_truth: Ground truth CarPlate object
:return: Accuracy metrics
"""
return {
"__acc__license_plates": Field.compare_arrays(
license_plate.license_plates, ground_truth.license_plates)
}
def compute_precision(license_plate, ground_truth):
"""
:param license_plate: CarPlate object to compare
:param ground_truth: Ground truth CarPlate object
:return: Precisions metrics
"""
precisions = {}
if len(license_plate.license_plates) == 0:
precisions["__pre__license_plates"] = None
else:
precisions["__pre__license_plates"] = Field.compare_arrays(
license_plate.license_plates, ground_truth.license_plates)
return precisions
def compute_precision(passport, ground_truth):
"""
:param passport: Passport object to compare
:param ground_truth: Ground truth Passport object
:return: Precision metrics
"""
precisions = {
"__pre__country":
Benchmark.scalar_precision_score(passport.country,
ground_truth.country),
"__pre__id_number":
Benchmark.scalar_precision_score(passport.id_number,
ground_truth.id_number),
"__pre__birth_date":
Benchmark.scalar_precision_score(passport.birth_date,
ground_truth.birth_date),
"__pre__expiry_date":
Benchmark.scalar_precision_score(passport.expiry_date,
ground_truth.expiry_date),
"__pre__issuance_date":
Benchmark.scalar_precision_score(passport.issuance_date,
ground_truth.issuance_date),
"__pre__gender":
Benchmark.scalar_precision_score(passport.gender,
ground_truth.gender),
"__pre__surname":
Benchmark.scalar_precision_score(passport.surname,
ground_truth.surname),
"__pre__mrz1":
Benchmark.scalar_precision_score(passport.mrz1, ground_truth.mrz1),
"__pre__mrz2":
Benchmark.scalar_precision_score(passport.mrz2, ground_truth.mrz2),
"__pre__mrz":
Benchmark.scalar_precision_score(passport.mrz, ground_truth.mrz),
"__pre__full_name":
Benchmark.scalar_precision_score(passport.full_name,
ground_truth.full_name),
}
if len(passport.given_names) == 0:
precisions["__pre__given_names"] = None
else:
precisions["__pre__given_names"] = Field.compare_arrays(
passport.given_names, ground_truth.given_names)
return precisions
