Diabetes Intelligence System

Diabetic Retinopathy Detector

DenseNet201 + InceptionV3 + MobileNetV2 ensemble

1 Upload

2 Preprocess

3 Predict

👁️

Drop a retina fundus image here
or click to browse
PNG · JPG · TIFF · BMP

ORIGINAL

PREPROCESSED

Processing…

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confidence: —

ICD Codes

Recommendations

📍 Abnormality Location Map (Grad-CAM)

Heatmap (Location)

Overlay (Original)

Side-by-Side Comparison

Right Eye Result

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confidence: —

Left Eye Result

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confidence: —

Bilateral Assessment

ICD Codes (with Laterality)

Bilateral Recommendations

📍 Abnormality Location Maps

RIGHT EYE

Heatmap

Overlay

LEFT EYE

Heatmap

Overlay

Diabetes Type Classifier

XGBoost + LightGBM + Random Forest stacking ensemble

AGE (years)

GENDER

PREGNANCIES

GLUCOSE (mg/dL)

BLOOD PRESSURE (mmHg)

SKIN THICKNESS (mm)

INSULIN (μU/mL)

BMI (kg/m²)

DIABETES PEDIGREE FUNCTION

Symptoms

Running classifier…

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confidence: —

ICD Codes

Recommendations

📄

Diagnostic Report Generator

Generate PDF report with patient info, predictions, and Grad-CAM images

PATIENT INFORMATION

PATIENT ID

PATIENT NAME

DATE OF BIRTH

GENDER

ENCOUNTER ID

DILATION STATUS

REFERRING PROVIDER

REFERRING LOCATION