---
title: Byzantine Monogram Stroke Segmentation
license: cc-by-nc-4.0
colorFrom: indigo
colorTo: red
sdk: gradio
sdk_version: 6.17.3
app_file: app.py
python_version: "3.10"
pinned: false
---

# Byzantine Monogram Stroke Segmentation

Upload a Byzantine seal image and the model returns a predicted monogram stroke mask,
red overlay, probability heatmap, transparent mask, and downloadable outputs.

This demo uses the E3 full-data SegFormer checkpoint trained in `segment_monograms`.

## Notes

The model is intended as a research assistant for visual inspection, not as a
replacement for expert epigraphic or sigillographic interpretation.