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Align watermark content with detector coverage
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"""Build BLIND contact sheets for hand-labelling relaxation additions.
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"""Build BLIND contact sheets for hand-labeling relaxation additions.
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Crops are centered on the DETECTED REGION (not the corner), padded by ~0.9x the mark
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size, and resized to 240px with INTER_NEAREST -- a downscaled preview destroys a faint
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mark, so nothing here may smooth. The manifest is written to a separate file that must
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NOT be read until labelling is finished.
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NOT be read until labeling is finished.
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Each sheet mixes three strata in shuffled order:
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add - the relaxation additions whose precision we are measuring
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pos - strict-consistent detections (a mark is really there): labeller sensitivity
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clean - verified-clean negatives (no mark can be there): labeller specificity
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pos - strict-consistent detections (a mark is really there): labeler sensitivity
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clean - verified-clean negatives (no mark can be there): labeler specificity
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The two control strata are what make a low measured precision trustworthy.
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"""
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