README.md

---
pretty_name: HUD UI Validation Pilot
license: other
task_categories:
- image-classification
tags:
- gameplay
- hud
- ui
- validation
---

# HUD/UI annotation validation pilot

This public artifact compares 10 gameplay screenshots across four columns:

1. raw frame;
2. GPT-5.6 Sol X-High final reference;
3. GPT-5.6 Terra High refined annotation;
4. confidence-routed final annotation.

![Raw, Sol, Terra, and routed overlays](overlay_comparison_contact_sheet.jpg)

Files:

- [`analysis.md`](analysis.md): aggregate metrics and per-game error table;
- [`per_sample_metrics.csv`](per_sample_metrics.csv): machine-readable sample metrics;
- [`overlay_comparison_contact_sheet.jpg`](overlay_comparison_contact_sheet.jpg): full comparison sheet.

The 0--100 confidence value is a conservative pipeline routing score, not a
calibrated probability of correctness. On this 10-sample pilot, pure Terra High
element F1 is 0.7755 and mean slot Jaccard is 0.6875. The sample is too small for
a final model-selection conclusion.