Products under development:

Lung Cancer Detection using Advanced Radiological Analysis

Revolutionary deep learning system for detecting lung cancer through comprehensive analysis of radiological images. Our AI-powered platform combines multiple data sources and advanced preprocessing to achieve superior accuracy in early-stage detection.

Pipeline Overview:

1. Data Acquisition & Preprocessing

• Multi-dataset collection and advanced preprocessing pipeline

• LDCT-IDOL: 1,018 scans

• LUNA16: 888 scans

• Multi-scale patches processing

2. Enhanced Model Architecture

• Multi-scale 3D CNN with transfer learning

• 3D ResNet backbone architecture

• Transfer learning optimization

• Ensemble methods (3 models)

3. Training & Validation

• 5-fold cross-validation with advanced loss functions

• Focal loss implementation

• Early stopping mechanisms

• Comprehensive validation protocols

4. Clinical Evaluation & Results

• AUC: 0.85-0.93 performance range

• Sensitivity: 85-90%

• External validation protocols

• Clinical validation studies

Key Features:

• Multi-dataset training for robust performance

• Transfer learning for improved accuracy

• Ensemble methods for enhanced reliability

• Clinical validation and real-world testing

Personalized Eczema Risk Assessment Tool with Genomic Markers

Cutting-edge genomic analysis platform that identifies the probability of eczema development through comprehensive analysis of genetic markers. This precision medicine approach enables early intervention and personalized treatment strategies.

Applications:

• Early risk assessment in pediatric populations

• Personalized treatment planning

• Family genetic counseling

• Population health screening programs