Kā apvienot anonimizēt DICOM pētījumu mapes
Šis apmācība parāda, kā anonimizēt vairākas DICOM failus no mapes, izmantojot C#. Kad strādā ar simtiem vai tūkstošiem medicīnisko attēlu failiem, batch apstrāde ir svarīga efektivitātes un konsekvences nodrošināšanai.
Batch anonimizācijas priekšrocības
Efektivitāte:- Visu pētījumu vai arhīvu apstrāde vienā darbībā.
Konsistence ir:- Piemērojiet tos pašus anonimizācijas noteikumus visiem failiem.
Automašīna ir:- Integrēties automatizētajos darba plūsmos un caurulēs.
Priekšnoteikumi: Vides sagatavošana
- Iestatīt Visual Studio vai jebkuru saderīgu .NET IDE.
- Izveidojiet jaunu .NET 8 konsoles lietojumprogrammu projektu.
- Instalējiet Aspose.Medical no NuGet Package Manager.
- Sagatavojiet ieejas mapes ar DICOM failiem un izveidojiet iznākuma mapi.
Step-by-Step Guide to Batch Anonymize DICOM faili
1. solis: instalēt Aspose.Medical
Pievienojiet Aspose.Medicīnas bibliotēku savam projektam, izmantojot NuGet.
Install-Package Aspose.Medical2. solis: Iekļaut nepieciešamos nosaukuma telpas
Pievienojiet atsauces uz pieprasītajiem nosaukuma telpām savā kodā.
using Aspose.Medical.Dicom;
using Aspose.Medical.Dicom.Anonymization;3. solis: iestatīt adreses maršrutus
Nosakiet ieejas un iznākumu direktorijas maršrutus.
string inputDirectory = @"C:\DicomStudies\Input";
string outputDirectory = @"C:\DicomStudies\Anonymized";
// Ensure output directory exists
Directory.CreateDirectory(outputDirectory);4. solis: uzskaitīt DICOM failus
Iegūstiet visus DICOM failus no ieejas direktorijas, ieskaitot apakšdirektorijas.
string[] dicomFiles = Directory.GetFiles(
inputDirectory,
"*.dcm",
SearchOption.AllDirectories
);
Console.WriteLine($"Found {dicomFiles.Length} DICOM files to process.");5. solis: izveidojiet anonimizatoru
Izveidojiet Anonymizatoru ar vēlamo profilu.
Anonymizer anonymizer = new();
// Or with a custom profile:
// ConfidentialityProfile profile = ConfidentialityProfile.CreateDefault(
// ConfidentialityProfileOptions.BasicProfile
// );
// Anonymizer anonymizer = new(profile);6. solis: Katru failu apstrāde
Izlaidiet katru failu, anonimizējiet to un glabājiet to izejas direktorijā.
int successCount = 0;
int failCount = 0;
foreach (string filePath in dicomFiles)
{
try
{
// Load DICOM file
DicomFile dcm = DicomFile.Open(filePath);
// Anonymize
DicomFile anonymizedDcm = anonymizer.Anonymize(dcm);
// Preserve relative directory structure
string relativePath = Path.GetRelativePath(inputDirectory, filePath);
string outputPath = Path.Combine(outputDirectory, relativePath);
// Ensure subdirectory exists
Directory.CreateDirectory(Path.GetDirectoryName(outputPath)!);
// Save anonymized file
anonymizedDcm.Save(outputPath);
successCount++;
Console.WriteLine($"✓ Processed: {relativePath}");
}
catch (Exception ex)
{
failCount++;
Console.WriteLine($"✗ Failed: {filePath} - {ex.Message}");
}
}
Console.WriteLine($"\nCompleted: {successCount} succeeded, {failCount} failed.");Pilns koda piemērs batch anonimizācijai
Šeit ir pilns piemērs, kas demonstrē batch anonimizāciju ar progresa ziņošanu:
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($"Failed: {failCount}");
Console.WriteLine($"========================================");Paralēli apstrādi, lai uzlabotu veiktspēju
Lieliem datu komplektiem izmanto paralēli apstrādi, lai izmantotu vairākus CPU kodus:
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($" - {failure}");
}
}Uzlabota versija ar logging
Ražošanas videi, ieviešot pareizo logging:
using Aspose.Medical.Dicom;
using Aspose.Medical.Dicom.Anonymization;
string inputDirectory = @"C:\DicomStudies\Input";
string outputDirectory = @"C:\DicomStudies\Anonymized";
string logFile = Path.Combine(outputDirectory, "anonymization_log.txt");
Directory.CreateDirectory(outputDirectory);
string[] dicomFiles = Directory.GetFiles(inputDirectory, "*.dcm", SearchOption.AllDirectories);
Anonymizer anonymizer = new();
List<string> logEntries = new();
logEntries.Add($"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}");Labākās prakses batch apstrādei
- Run on Copy of Data: Vienmēr apstrādā savu oriģinālo datu kopiju, nevis pašu oriģijas.
- Log Visas darbības: Saglabājiet detalizētus logus, no kuriem tika apstrādāti faili un radušās kļūdas.
- Test First: Izveidojiet nelielu paraugu pirms visu datu kopumu apstrādes.
- Monitor Disk Space: nodrošina pietiekamu disku telpu izkraušanas failiem.
- Handle Interruptions: Apsveriet pārbaudes punkta/recepcijas funkcionalitātes ieviešanu ļoti lielām partijām.
Troubleshooting
Atmiņas problēmas ar lieliem datu komplektiem
Ļoti lieliem failiem vai datu komplektiem, apstrādā failus vienu reizi, neuzglabājot atsauces:
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
}Atļaujas kļūdas
Pārliecinieties, ka jūsu lietojumprogramma ir izlasījusi piekļuvi ieejas direktorijai un rakstīja piekļuves ievadīšanas direktorijā.
Conclusion
Šis apmācība ir parādījusi, kā apvienot anonimizēt DICOM failus C#, izmantojot Aspose.Medical. Neatkarīgi no tā, vai apstrādā simtiem vai tūkstošiem failu, apvienošanas pieeja nodrošina konsekventu anonimitāti visā jūsu datu komplektā, vienlaikus nodrošinot progresa izsekojumu un kļūdu apstrādi ražošanas uzticamību.