Hvordan til at batch anonymisere en mappe af DICOM undersøgelser
Denne tutorial viser, hvordan man kombinerer anonymiserede flere DICOM-filer fra en mappe ved hjælp af C#. Når man arbejder med hundredvis eller tusindvis af medicinske billedfiler, er batchbehandling afgørende for effektivitet og konsistens.
Fordele ved Batch Anonymisering
Effektivitet og effektivitet:- Process hele undersøgelser eller arkiver i en enkelt operation.
Konsistens” er:- Anvend de samme anonymiseringsregler til alle filer.
Automatisering:- Integreret i automatiserede arbejdsprocesser og rørledninger.
Forside: Forberedelse af miljøet
- Indstill Visual Studio eller ethvert kompatibelt .NET IDE.
- Skab et nyt .NET 8 applikationsprojekt.
- Installere Aspose.Medical fra NuGet Package Manager.
- Forbered input mappen med DICOM-filer og skab en output mappe.
Step-by-Step Guide til Batch Anonymiserer DICOM filer
Trin 1: Installation af Aspose.Medical
Tilføj Aspose.Medicinsk bibliotek til dit projekt ved hjælp af NuGet.
Install-Package Aspose.MedicalTrin 2: Indtast de nødvendige navneområder
Tilføj henvisninger til de krævede navneområder i din kode.
using Aspose.Medical.Dicom;
using Aspose.Medical.Dicom.Anonymization;Trin 3: Sæt katalogveje op
Du kan definere dine input og output katalogveje.
string inputDirectory = @"C:\DicomStudies\Input";
string outputDirectory = @"C:\DicomStudies\Anonymized";
// Ensure output directory exists
Directory.CreateDirectory(outputDirectory);Trin 4: Indtast DICOM filer
Få alle DICOM-filer fra indtastaditorien, herunder underdirektiver.
string[] dicomFiles = Directory.GetFiles(
inputDirectory,
"*.dcm",
SearchOption.AllDirectories
);
Console.WriteLine($"Found {dicomFiles.Length} DICOM files to process.");Trin 5: Skab anonymiseringen
Skab en anonymiseringsinstans med din ønskede profil.
Anonymizer anonymizer = new();
// Or with a custom profile:
// ConfidentialityProfile profile = ConfidentialityProfile.CreateDefault(
// ConfidentialityProfileOptions.BasicProfile
// );
// Anonymizer anonymizer = new(profile);Steg 6: Behandle hver fil
Gå gennem hver fil, anonymisere den og gem i output directory.
int successCount = 0;
int failCount = 0;
foreach (string filePath in dicomFiles)
{
try
{
// Load DICOM file
DicomFile dcm = DicomFile.Open(filePath);
// Anonymize
DicomFile anonymizedDcm = anonymizer.Anonymize(dcm);
// Preserve relative directory structure
string relativePath = Path.GetRelativePath(inputDirectory, filePath);
string outputPath = Path.Combine(outputDirectory, relativePath);
// Ensure subdirectory exists
Directory.CreateDirectory(Path.GetDirectoryName(outputPath)!);
// Save anonymized file
anonymizedDcm.Save(outputPath);
successCount++;
Console.WriteLine($"✓ Processed: {relativePath}");
}
catch (Exception ex)
{
failCount++;
Console.WriteLine($"✗ Failed: {filePath} - {ex.Message}");
}
}
Console.WriteLine($"\nCompleted: {successCount} succeeded, {failCount} failed.");Komplet kode eksempler for batch anonymisering
Her er et komplet eksempel på, hvordan man demonstrerer anonymisering med fremskridtrapportering:
using Aspose.Medical.Dicom;
using Aspose.Medical.Dicom.Anonymization;
string inputDirectory = @"C:\DicomStudies\Input";
string outputDirectory = @"C:\DicomStudies\Anonymized";
// Ensure output directory exists
Directory.CreateDirectory(outputDirectory);
// Get all DICOM files
string[] dicomFiles = Directory.GetFiles(inputDirectory, "*.dcm", SearchOption.AllDirectories);
Console.WriteLine($"Found {dicomFiles.Length} DICOM files to process.\n");
// Create anonymizer
Anonymizer anonymizer = new();
int successCount = 0;
int failCount = 0;
int total = dicomFiles.Length;
foreach (string filePath in dicomFiles)
{
try
{
DicomFile dcm = DicomFile.Open(filePath);
DicomFile anonymizedDcm = anonymizer.Anonymize(dcm);
string relativePath = Path.GetRelativePath(inputDirectory, filePath);
string outputPath = Path.Combine(outputDirectory, relativePath);
Directory.CreateDirectory(Path.GetDirectoryName(outputPath)!);
anonymizedDcm.Save(outputPath);
successCount++;
// Progress reporting
double progress = (double)(successCount + failCount) / total * 100;
Console.WriteLine($"[{progress:F1}%] ✓ {relativePath}");
}
catch (Exception ex)
{
failCount++;
Console.WriteLine($"✗ Failed: {Path.GetFileName(filePath)} - {ex.Message}");
}
}
Console.WriteLine($"\n========================================");
Console.WriteLine($"Batch Anonymization Complete");
Console.WriteLine($"Succeeded: {successCount}");
Console.WriteLine($"Failed: {failCount}");
Console.WriteLine($"========================================");Parallel behandling for bedre ydeevne
For store datasæt bruger du parallel behandling til at levere flere CPU-kore:
using Aspose.Medical.Dicom;
using Aspose.Medical.Dicom.Anonymization;
using System.Collections.Concurrent;
string inputDirectory = @"C:\DicomStudies\Input";
string outputDirectory = @"C:\DicomStudies\Anonymized";
Directory.CreateDirectory(outputDirectory);
string[] dicomFiles = Directory.GetFiles(inputDirectory, "*.dcm", SearchOption.AllDirectories);
Console.WriteLine($"Found {dicomFiles.Length} DICOM files to process.\n");
// Thread-safe counters
int successCount = 0;
int failCount = 0;
ConcurrentBag<string> failedFiles = new();
// Process in parallel
Parallel.ForEach(dicomFiles, new ParallelOptions { MaxDegreeOfParallelism = Environment.ProcessorCount }, filePath =>
{
try
{
// Each thread gets its own anonymizer instance
Anonymizer anonymizer = new();
DicomFile dcm = DicomFile.Open(filePath);
DicomFile anonymizedDcm = anonymizer.Anonymize(dcm);
string relativePath = Path.GetRelativePath(inputDirectory, filePath);
string outputPath = Path.Combine(outputDirectory, relativePath);
lock (outputDirectory) // Ensure directory creation is thread-safe
{
Directory.CreateDirectory(Path.GetDirectoryName(outputPath)!);
}
anonymizedDcm.Save(outputPath);
Interlocked.Increment(ref successCount);
}
catch (Exception ex)
{
Interlocked.Increment(ref failCount);
failedFiles.Add($"{filePath}: {ex.Message}");
}
});
Console.WriteLine($"\nBatch Anonymization Complete");
Console.WriteLine($"Succeeded: {successCount}");
Console.WriteLine($"Failed: {failCount}");
if (failedFiles.Any())
{
Console.WriteLine($"\nFailed files:");
foreach (string failure in failedFiles)
{
Console.WriteLine($" - {failure}");
}
}Forbedret version med logging
For produktionsmiljøer, implementere den rigtige logging:
using Aspose.Medical.Dicom;
using Aspose.Medical.Dicom.Anonymization;
string inputDirectory = @"C:\DicomStudies\Input";
string outputDirectory = @"C:\DicomStudies\Anonymized";
string logFile = Path.Combine(outputDirectory, "anonymization_log.txt");
Directory.CreateDirectory(outputDirectory);
string[] dicomFiles = Directory.GetFiles(inputDirectory, "*.dcm", SearchOption.AllDirectories);
Anonymizer anonymizer = new();
List<string> logEntries = new();
logEntries.Add($"Anonymization started: {DateTime.Now}");
logEntries.Add($"Input directory: {inputDirectory}");
logEntries.Add($"Output directory: {outputDirectory}");
logEntries.Add($"Total files to process: {dicomFiles.Length}");
logEntries.Add("---");
int successCount = 0;
int failCount = 0;
foreach (string filePath in dicomFiles)
{
string relativePath = Path.GetRelativePath(inputDirectory, filePath);
try
{
DicomFile dcm = DicomFile.Open(filePath);
DicomFile anonymizedDcm = anonymizer.Anonymize(dcm);
string outputPath = Path.Combine(outputDirectory, relativePath);
Directory.CreateDirectory(Path.GetDirectoryName(outputPath)!);
anonymizedDcm.Save(outputPath);
successCount++;
logEntries.Add($"SUCCESS: {relativePath}");
}
catch (Exception ex)
{
failCount++;
logEntries.Add($"FAILED: {relativePath} - {ex.Message}");
}
}
logEntries.Add("---");
logEntries.Add($"Anonymization completed: {DateTime.Now}");
logEntries.Add($"Succeeded: {successCount}");
logEntries.Add($"Failed: {failCount}");
// Write log file
File.WriteAllLines(logFile, logEntries);
Console.WriteLine($"Processing complete. Log saved to: {logFile}");Bedste metoder til batchbehandling
- Run on Copy of Data: Altid behandle en kopi af dine originale data, ikke de originale selv.
- Log Alle Operationer: Hold detaljerede loger af hvilke filer der blev behandlet og eventuelle fejl opstået.
- Test First: Run på en lille prøve, før du behandler hele dataset.
- Monitor Disk Space: Sikrer tilstrækkelig diskplads til udgangsfiler.
- Handle Interruptions: Overveje implementering af checkpoint/resume-funktionalitet for meget store partier.
Troubleshooting
hukommelsespørgsmål med store datasæt
For meget store filer eller datasæt, behandle filerne én gang i tiden uden at holde referencer:
foreach (string filePath in dicomFiles)
{
using (DicomFile dcm = DicomFile.Open(filePath))
{
DicomFile anonymizedDcm = anonymizer.Anonymize(dcm);
anonymizedDcm.Save(outputPath);
}
// Files are disposed after each iteration
}Tilladelsesfejl
Sørg for, at din ansøgning har læst adgang til indtastningsdiagrammet og skrive adgangen til udgangsditorien.
Konklusion
Denne tutorial har vist, hvordan man pakker anonymiserede DICOM-filer i C# ved hjælp af Aspose.Medical. uanset om du behandler hundredvis eller tusindvis af filer, sikrer pakningsmetoden konsekvent anonymisering over hele dit datasæt, samtidig med at der leveres fremskridt sporing og fejlbehandling for produktions pålidelighed.