MEDICAL AI SOLUTION
MEDICAL AI SOLUTION
DICOM to NRRD Conversion Pipeline
DICOM to NRRD Conversion Pipeline
An automated pipeline to convert DICOM medical images to NRRD format with metadata preservation and verification for downstream Al analysis.
An automated pipeline to convert DICOM medical images to NRRD format with metadata preservation and verification for downstream Al analysis.
OVERVIEW
OVERVIEW
Developed an automated pipeline to convert DICOM images to NRRD, ensuring clean, standardized, and AI-ready medical data.
Developed an automated pipeline to convert DICOM images to NRRD, ensuring clean, standardized, and AI-ready medical data.
INDUSTRY
INDUSTRY
Healthcare
Healthcare
Duration
Duration
4 Week
4 Week
Technology
Technology
Python, Pydicom, ITK, Pynrrd
Python, Pydicom, ITK, Pynrrd
DATA SOURCES
DATA SOURCES
Public accessed PET/CT cancer patients data
Public accessed PET/CT cancer patients data
The Challenge
The Challenge
DICOM files are complex and not Al-ready
DICOM files are complex and not Al-ready
Manual conversion was time-consuming
Manual conversion was time-consuming
Metadate and orientation were not preserved
Metadate and orientation were not preserved
Inconsistent formats caused analysis errors
Inconsistent formats caused analysis errors
The Solution
The Solution
Built an automated DICOM to NRRD pipeline
Built an automated DICOM to NRRD pipeline
Preserved metadata, spacing & orientation
Preserved metadata, spacing & orientation
Added quality checks and error handling
Added quality checks and error handling
Batch processing for large datasets
Batch processing for large datasets
Results & Impact
100%
Metadata Preserved
5X
Faster Conversion
1000+
Fles Processed In One Batch
AI Ready
Optimiaed for Al Workflows
Key Features
Key Features
Supports 2D, 3D, Mutb-slice DICOM
Supports 2D, 3D, Mutb-slice DICOM
Preserves Metadata & Orientation
Preserves Metadata & Orientation
Customcrable Output Settings
Customcrable Output Settings
Batch Processieg
Batch Processieg
Error Handing & Logging
Error Handing & Logging
AJ/ML Ready Ousput
AJ/ML Ready Ousput
Need a Custom Medical Al Solution?
Need a Custom Medical Al Solution?
I buid reilable and scalable Al pipelines that turn complex medical data into actionable insights.
I buid reilable and scalable Al pipelines that turn complex medical data into actionable insights.
Let's Get Started ->
Let's Get Started ->
Let's Get Started ->
Let's Get Started ->
Copyrights 2026 - All Rights Reserved
Designed and Created by Seif Enterprises
Copyrights 2026 - All Rights Reserved
Designed and Created by Seif Enterprises