DMI Classification

AI-powered screening and classification of Diabetic Macular Ischemia

An Automated Approach for the Screening and the Classification of Macular Ischemia

Test our deep learning model for the screening and the classification of diabetic macular ischemia in 3 × 3mm SCP Angiograms.

Grading of diabetic macular ischemia according to ETDRS Report No. 11 : angiograms were classified according the outline of the FAZ and perifoveal capillary loss.


Grading of diabetic macular ischemia
Grade Perifoveal capillary loss FAz Outline
No DMI Absence of loss Normal outline
Mild-Moderate DMI Loss affecting less than 4 quadrants FAZ destroyed less than 4 quadrants
Severe DMI Severe loss affecting all 4 quadrants FAZ outline completely destroyed
BACKGROUND

MODEL STATS

Performance Metrics (%)

ROC Curves

Test the model on these SCP Angiograms

SCP Angiograms of healthy and diabetic eyes from several OCT-A devices with different acquisition quality.

Good Quality Angiogram


SCP Angiogram of a Healthy Eye
Size : 3 × 3-mm = 640 × 640-pixels
Device : DRI OCT Triton-Topcon

Good Quality Angiogram


SCP Angiogram of a Diabetic Eye
Size : 3 × 3-mm = 640 × 640-pixels
Device : DRI OCT Triton - Topcon

Good Quality Angiogram


SCP Angiogram of a Healthy Eye
Size : 3 × 3-mm = 304 × 304-pixels
Device : OCT Avanti XR - Optovue

Good Quality Angiogram


SCP Angiogram of a Diabetic Eye
Size : 3 × 3-mm = 304 × 304-pixels
Device : OCT Avanti XR - Optovue

Good Quality Angiogram


SCP Angiogram of a Healthy Eye
Size : 3 × 3-mm = 464 × 464-pixels
Device : XEPHILIO OCT-A1 - Canon

Good Quality Angiogram


SCP Angiogram of a Diabetic Eye
Size : 3 × 3-mm = 464 × 464-pixels
Device : XEPHILIO OCT-A1 - Canon

Or Upload your SCP Angiogram

Requirement : a raw 3 × 3mm enface OCTA image segmented to the superficial capillary plexus

Results