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+ ---
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+ pretty_name: HUD UI Validation Pilot
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+ license: other
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+ task_categories:
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+ - image-classification
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+ tags:
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+ - gameplay
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+ - hud
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+ - ui
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+ - validation
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+ ---
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+
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+ # HUD/UI annotation validation pilot
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+
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+ This public artifact compares 10 gameplay screenshots across four columns:
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+
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+ 1. raw frame;
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+ 2. GPT-5.6 Sol X-High final reference;
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+ 3. GPT-5.6 Terra High refined annotation;
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+ 4. confidence-routed final annotation.
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+
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+ ![Raw, Sol, Terra, and routed overlays](overlay_comparison_contact_sheet.jpg)
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+
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+ Files:
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+
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+ - [`analysis.md`](analysis.md): aggregate metrics and per-game error table;
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+ - [`per_sample_metrics.csv`](per_sample_metrics.csv): machine-readable sample metrics;
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+ - [`overlay_comparison_contact_sheet.jpg`](overlay_comparison_contact_sheet.jpg): full comparison sheet.
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+
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+ The 0--100 confidence value is a conservative pipeline routing score, not a
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+ calibrated probability of correctness. On this 10-sample pilot, pure Terra High
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+ element F1 is 0.7755 and mean slot Jaccard is 0.6875. The sample is too small for
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+ a final model-selection conclusion.