Radiology Workstation | ResNet50 Mammography Classifier

Study Viewer

Active case preview with lightweight acquisition metadata.

Awaiting endpoint check

Preprocessing

Grayscale resize to 224 x 224 with z-score normalization.

Review Mode

Focused single-study readout rather than equal-weight gallery cards.

Current Study

Select a case from the queue to inspect its prediction profile.

Inference Desk

Connection control, confidence summary, and ranked class output.

Triton Endpoint

Checking connection

Confidence Ladder

Sorted probabilities across all prediction classes.

Latency --

Operator Note

This screen emphasizes explainable confidence patterns and endpoint visibility. It does not replace radiologist review, but it makes the demo feel closer to an intentional diagnostic console.

Study Viewer

Case Queue