Lightning-fast DICOM anonymization for Python, written in Rust.
Project description
dcmanon
Lightning-fast DICOM anonymization for Python, written in Rust.
dcmanon is a high-performance DICOM anonymization library that provides flexible,
configurable anonymization of DICOM files. Built in Rust for maximum performance,
it offers Python bindings for easy integration into medical imaging workflows.
Features
- Fast: Written in Rust for optimal performance
- Flexible: Configurable anonymization actions per DICOM tag
- Safe: Type-safe implementation with comprehensive error handling
- Standards-compliant: Follows DICOM standard anonymization best practices by default
- Multiple actions: Remove, replace, hash, keep or empty DICOM tags
- UID management: Consistent UID generation with configurable UID roots
Installation
pip install dcmanon
Quick Start
from dcmanon import Anonymizer
# Use default anonymization settings
anonymizer = Anonymizer()
anonymized_bytes = anonymizer.anonymize("original.dcm")
with open("anonymized.dcm", "wb") as f:
f.write(anonymized_bytes)
Default Settings
When the Anonymizer is initialized without any arguments, the default anonymization settings are used. To see those
default settings, you can either find them here
or you can generate them yourself like this:
cargo install dcmanon
dcmanon config create -o config_default.json
You can customize the default UID root and tag actions by providing your own when you
initialize the Anonymizer. See the following examples.
Examples
Custom UID Root
from dcmanon import Anonymizer
# Set a custom UID root for consistent UID generation
uid_root = "1.2.3.4.5"
anonymizer = Anonymizer(uid_root=uid_root)
anonymized_data = anonymizer.anonymize("input.dcm")
Custom Tag Actions
from dcmanon import Anonymizer
# Define custom actions for specific DICOM tags (these will override the default actions for these tags)
tag_actions = {
"00080050": { # AccessionNumber
"action": "hash",
"length": 10,
},
"00100010": { # PatientName
"action": "replace",
"value": "Anonymous Patient",
},
"00100020": { # PatientID
"action": "hash",
"length": 8,
},
"00100030": { # PatientBirthDate
"action": "empty",
},
"00331010": { # private tag
"action": "keep", # All private tags are removed by default, but keep this one
}
}
anonymizer = Anonymizer(uid_root="1.2.3.4.5", tag_actions=tag_actions)
anonymized_data = anonymizer.anonymize("input.dcm")
Batch Processing
from pathlib import Path
from dcmanon import Anonymizer
# Process multiple DICOM files
anonymizer = Anonymizer(uid_root="1.2.3.4.5")
input_dir = Path("dicom_files")
output_dir = Path("anonymized_files")
output_dir.mkdir(exist_ok=True)
for dcm_file in input_dir.glob("*.dcm"):
try:
anonymized_data = anonymizer.anonymize(str(dcm_file))
output_path = output_dir / dcm_file.name
with open(output_path, "wb") as f:
f.write(anonymized_data)
print(f"Anonymized: {dcm_file.name}")
except Exception as e:
print(f"Error processing {dcm_file.name}: {e}")
Advanced Configuration
from dcmanon import Anonymizer
# Complex anonymization configuration (as an example, as most of these actions are already in the
# default settings)
tag_actions = {
# Patient information
"00100010": {"action": "replace", "value": "PATIENT^ANONYMOUS"},
"00100020": {"action": "hash", "length": 12},
"00100030": {"action": "hashdate"}, # Hash birth date
"00100040": {"action": "keep"}, # Keep patient sex (`"none"` does the same)
# Study information
"0020000D": {"action": "hashuid"}, # Study Instance UID
"00200010": {"action": "hash", "length": 8}, # Study ID
"00081030": {"action": "empty"}, # Study Description
# Series information
"0020000E": {"action": "hashuid"}, # Series Instance UID
"00080060": {"action": "keep"}, # Modality
# Instance information
"00080018": {"action": "hashuid"}, # SOP Instance UID
}
anonymizer = Anonymizer(
uid_root="1.2.840.99999",
tag_actions=tag_actions
)
anonymized_data = anonymizer.anonymize("complex_dicom.dcm")
Available Actions
hash: Hash the value (with optional length limit)hash_date: Hash date values while preserving formathash_uid: Hash UID values while maintaining UID formatempty: Set the tag value to emptyreplace: Replace with a specified valueremove: Completely remove the DICOM tagkeep: Keep the original tag and value (to keep certain private tags, for example)none: Do nothing (to disable/override actions from the default config)
Error Handling
from dcmanon import Anonymizer, AnonymizationError
anonymizer = Anonymizer()
try:
anonymized_data = anonymizer.anonymize("input.dcm")
with open("output.dcm", "wb") as f:
f.write(anonymized_data)
print("Anonymization successful!")
except FileNotFoundError:
print("Input file not found")
except AnonymizationError as e:
print(f"DICOM anonymization failed: {e}")
except IOError as e:
print(f"File I/O error: {e}")
except Exception as e:
print(f"Unexpected error: {e}")
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