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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 format
  • hash_uid: Hash UID values while maintaining UID format
  • empty: Set the tag value to empty
  • replace: Replace with a specified value
  • remove: Completely remove the DICOM tag
  • keep: 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}")

Project details


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