Frontend contract · no live inference

A transparent demo, without fabricated predictions.

Preview a local image and inspect how a future checkpoint-backed result will be presented. No file is uploaded and no prediction is invented.

＋

or choose a file to preview the analysis interface

Recorded experiment example

How results will appear

This is a UI contract using aggregate, verified M4 test metrics—not a prediction for an uploaded image.

BONA_FIDE0.480 F1

PRINT0.889 F1

SCREEN0.667 F1

RGB identity-document capture. No source or acquisition metadata.

Three class probabilities, selected model, crop provenance, and processing time.

Frontend complete. Public model service intentionally not connected in this milestone.