AI-Based Brain Lesion & Tumour Detection System
A multi-specialty diagnostic center aimed to enhance early detection of brain lesions and tumours using AI-powered medical imaging analysis to support radiologists and reduce reporting time.
Location:
UAS
Industry:
Manufacturing & Operations
Services Provided
IT Consulting
Client Overview
A multi-specialty diagnostic center aimed to enhance early detection of brain lesions and tumours using AI-powered medical imaging analysis to support radiologists and reduce reporting time.
Business Challenge
- Increasing MRI scan volumes
- Delays in radiology reporting
- Risk of human error in early-stage lesion detection
- Need for faster second-opinion support
- Requirement for HIPAA-compliant and secure AI processing
Solution Implemented
We developed an AI-driven Brain Lesion & Tumor Detection System using deep learning models trained on annotated MRI datasets.
Key Components:
- Convolutional Neural Network (CNN)-based image classification
- Automated lesion segmentation
- Tumour grading assistance
- Radiologist dashboard with heatmap visualization
- Cloud-based secure processing architecture
- PACS integration support
Technology Stack
- AI/ML Frameworks: TensorFlow / PyTorch
- Medical Imaging: DICOM processing
- Cloud Infrastructure: AWS secure environment
- Backend: Python
- Dashboard: Web-based analytics portal
POC & Validation
- Trained on 50,000+ anonymized MRI images
- Achieved 94% detection accuracy in POC phase
- Reduced preliminary screening time by 60%
- Assisted radiologists with AI-highlighted regions of concern
Security & Compliance
- End-to-end encryption (at rest & in transit)
- Role-based access control
- Audit logs for diagnostic tracking
- GDPR & HIPAA-ready architecture
Business Impact
- Faster diagnostic turnaround
- Improved early-stage tumour identification
- Reduced radiologist workload
- Enhanced patient confidence
- Scalable for multi-center deployment
Future Enhancements
- Multi-modal imaging integration (CT + MRI)
- Predictive tumour growth analytics
- AI-assisted treatment recommendation support
Conclusion
The AI Brain Lesion & Tumour Detection System successfully enhanced diagnostic accuracy and operational efficiency, positioning the client as a technology-driven healthcare provider.
