ICH Pipeline
AI-Powered Medical Screening

Detect Brain Hemorrhage
In Seconds, Not Hours

Upload a DICOM CT brain scan and get an AI-powered hemorrhage probability score, Grad-CAM heatmap visualization, and automated clinical triage report — instantly.

EfficientNet-B4 Model Grad-CAM Heatmaps Calibrated Confidence Scores Automated Triage
~90%
Sensitivity on ICH-positive slices
< 30s
Time to first result per scan
DICOM
Native .dcm & .zip batch support
Core Capabilities

Everything a radiologist needs — fast

From raw DICOM upload to clinical-grade report in under a minute.

Batch DICOM Processing

Upload a .dcm file or a .zip archive of hundreds of slices. The pipeline handles CT windowing, preprocessing, and inference on every slice automatically.

Calibrated AI Confidence

Our EfficientNet-B4 model outputs probability scores calibrated with temperature scaling, so a 90% score actually means 90%.

Grad-CAM Heatmaps

Gradient-weighted class activation maps overlay on every scan, highlighting the exact regions that drove the model's hemorrhage prediction.

LLM Clinical Summary

Each scan triggers a Groq-powered LLM that generates a human-readable clinical narrative with triage action and urgency classification.

Model Evaluation Metrics

Built-in evaluation dashboard with ROC curves, calibration plots, and confidence band analysis to track model performance over time.

Secure & Isolated

Every user gets their own isolated data directory. All uploads are user-scoped and access-controlled with rate limiting and audit logs.

Workflow

Four steps to a clinical report

The entire pipeline runs in the background — you just upload and wait.

1

Upload DICOM

Upload a .dcm slice or a .zip batch. Single exams or full series are both supported.

2

AI Inference

EfficientNet-B4 scores each slice for ICH probability with calibrated confidence.

3

Grad-CAM

Gradient-weighted heatmaps highlight regions driving the hemorrhage prediction.

4

Clinical Report

Auto-generated PDF report with findings, confidence bands, and triage action.

Ready to try it?

Create a free account and upload your first scan in under a minute.

Medical Disclaimer: This is an AI-assisted screening tool and does not constitute a medical diagnosis. All findings must be reviewed by a qualified medical professional before any clinical action is taken.
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